FileBase /isis1/DataGab/Rat09-20140324/Rat09-20140324 ElecNo 3 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 1111111111111111111111110 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 124963 data points of dimension 24. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 41654 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2212 members Mstep: Class 3 contains 2119 members Mstep: Class 4 contains 2159 members Mstep: Class 5 contains 2231 members Mstep: Class 6 contains 2236 members Mstep: Class 7 contains 2193 members Mstep: Class 8 contains 2214 members Mstep: Class 9 contains 2170 members Mstep: Class 10 contains 2150 members Mstep: Class 11 contains 2185 members Mstep: Class 12 contains 2261 members Mstep: Class 13 contains 2199 members Mstep: Class 14 contains 2045 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 2252 members Mstep: Class 18 contains 2217 members Mstep: Class 19 contains 2168 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 297.085449 but Gain 1728.535156 Score: -3812150.000000 Penalty: 31113.671875 Iteration 0F: 19 clusters Score -3812150 nChanged 38595 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 9103 members Mstep: Class 3 contains 1930 members Mstep: Class 4 contains 1922 members Mstep: Class 5 contains 2103 members Mstep: Class 6 contains 1494 members Mstep: Class 7 contains 1580 members Mstep: Class 8 contains 1769 members Mstep: Class 9 contains 1526 members Mstep: Class 10 contains 2429 members Mstep: Class 12 contains 4899 members Mstep: Class 13 contains 2127 members Mstep: Class 14 contains 390 members Mstep: Class 15 contains 1490 members Mstep: Class 16 contains 1756 members Mstep: Class 17 contains 2006 members Mstep: Class 18 contains 2107 members Mstep: Class 19 contains 1405 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1580.506592 but Gain 1728.537109 Score: -3987291.250000 Penalty: 29385.134766 Iteration 1F: 18 clusters Score -3987291 nChanged 16804 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 13487 members Mstep: Class 3 contains 2463 members Mstep: Class 4 contains 1228 members Mstep: Class 6 contains 941 members Mstep: Class 7 contains 1070 members Mstep: Class 8 contains 1486 members Mstep: Class 9 contains 1660 members Mstep: Class 10 contains 1969 members Mstep: Class 12 contains 4823 members Mstep: Class 13 contains 1519 members Mstep: Class 14 contains 448 members Mstep: Class 15 contains 1678 members Mstep: Class 16 contains 2453 members Mstep: Class 17 contains 1986 members Mstep: Class 18 contains 1848 members Mstep: Class 19 contains 987 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 1368.493774 but Gain 1728.537109 Score: -4052947.750000 Penalty: 27656.597656 Iteration 2F: 17 clusters Score -4052948 nChanged 10294 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 14356 members Mstep: Class 3 contains 2759 members Mstep: Class 4 contains 959 members Mstep: Class 6 contains 629 members Mstep: Class 7 contains 655 members Mstep: Class 9 contains 2329 members Mstep: Class 10 contains 2384 members Mstep: Class 12 contains 3611 members Mstep: Class 13 contains 943 members Mstep: Class 14 contains 399 members Mstep: Class 15 contains 2032 members Mstep: Class 16 contains 3356 members Mstep: Class 17 contains 2666 members Mstep: Class 18 contains 2074 members Mstep: Class 19 contains 835 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1585.010254 but Gain 1728.537109 Score: -4085518.750000 Penalty: 25928.060547 Iteration 3F: 16 clusters Score -4085519 nChanged 6914 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 13652 members Mstep: Class 3 contains 2626 members Mstep: Class 4 contains 892 members Mstep: Class 6 contains 563 members Mstep: Class 7 contains 547 members Mstep: Class 9 contains 2963 members Mstep: Class 10 contains 3575 members Mstep: Class 12 contains 2847 members Mstep: Class 14 contains 331 members Mstep: Class 15 contains 1730 members Mstep: Class 16 contains 3761 members Mstep: Class 17 contains 3444 members Mstep: Class 18 contains 2528 members Mstep: Class 19 contains 699 members Entering Unmasked Estep ConsiderDeletion Score: -4102481.000000 Penalty: 25928.060547 Iteration 4F: 16 clusters Score -4102481 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 12651 members Mstep: Class 3 contains 1962 members Mstep: Class 4 contains 853 members Mstep: Class 6 contains 564 members Mstep: Class 7 contains 493 members Mstep: Class 9 contains 2913 members Mstep: Class 10 contains 4914 members Mstep: Class 12 contains 2860 members Mstep: Class 14 contains 354 members Mstep: Class 15 contains 1486 members Mstep: Class 16 contains 3771 members Mstep: Class 17 contains 4175 members Mstep: Class 18 contains 2630 members Mstep: Class 19 contains 631 members Entering Unmasked Estep ConsiderDeletion Score: -4112328.250000 Penalty: 25928.060547 Iteration 5F: 16 clusters Score -4112328 nChanged 3594 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 11895 members Mstep: Class 3 contains 1585 members Mstep: Class 4 contains 839 members Mstep: Class 6 contains 566 members Mstep: Class 7 contains 445 members Mstep: Class 9 contains 2477 members Mstep: Class 10 contains 6263 members Mstep: Class 12 contains 3127 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 1360 members Mstep: Class 16 contains 3770 members Mstep: Class 17 contains 4499 members Mstep: Class 18 contains 2540 members Mstep: Class 19 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -4121172.250000 Penalty: 25928.060547 Iteration 6F: 16 clusters Score -4121172 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 11486 members Mstep: Class 3 contains 1344 members Mstep: Class 4 contains 804 members Mstep: Class 6 contains 560 members Mstep: Class 7 contains 410 members Mstep: Class 9 contains 1765 members Mstep: Class 10 contains 7472 members Mstep: Class 12 contains 3717 members Mstep: Class 14 contains 390 members Mstep: Class 15 contains 1290 members Mstep: Class 16 contains 3773 members Mstep: Class 17 contains 4366 members Mstep: Class 18 contains 2474 members Mstep: Class 19 contains 704 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1560.735352 but Gain 1728.539062 Score: -4129118.000000 Penalty: 24199.521484 Iteration 7F: 15 clusters Score -4129118 nChanged 3441 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 11294 members Mstep: Class 3 contains 1486 members Mstep: Class 4 contains 776 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 398 members Mstep: Class 10 contains 8420 members Mstep: Class 12 contains 4891 members Mstep: Class 14 contains 419 members Mstep: Class 15 contains 1258 members Mstep: Class 16 contains 3779 members Mstep: Class 17 contains 4235 members Mstep: Class 18 contains 2447 members Mstep: Class 19 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -4135145.750000 Penalty: 24199.521484 Iteration 8F: 15 clusters Score -4135146 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 11198 members Mstep: Class 3 contains 1447 members Mstep: Class 4 contains 763 members Mstep: Class 6 contains 547 members Mstep: Class 7 contains 389 members Mstep: Class 10 contains 8953 members Mstep: Class 12 contains 4931 members Mstep: Class 14 contains 432 members Mstep: Class 15 contains 1242 members Mstep: Class 16 contains 3783 members Mstep: Class 17 contains 3967 members Mstep: Class 18 contains 2433 members Mstep: Class 19 contains 732 members Entering Unmasked Estep ConsiderDeletion Score: -4136588.000000 Penalty: 24199.521484 Iteration 9Q: 15 clusters Score -4136588 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 11136 members Mstep: Class 3 contains 1453 members Mstep: Class 4 contains 753 members Mstep: Class 6 contains 547 members Mstep: Class 7 contains 387 members Mstep: Class 10 contains 9329 members Mstep: Class 12 contains 4944 members Mstep: Class 14 contains 440 members Mstep: Class 15 contains 1229 members Mstep: Class 16 contains 3779 members Mstep: Class 17 contains 3769 members Mstep: Class 18 contains 2430 members Mstep: Class 19 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -4137489.000000 Penalty: 24199.521484 Iteration 10Q: 15 clusters Score -4137489 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 11107 members Mstep: Class 3 contains 1429 members Mstep: Class 4 contains 748 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 378 members Mstep: Class 10 contains 9609 members Mstep: Class 12 contains 4956 members Mstep: Class 14 contains 456 members Mstep: Class 15 contains 1223 members Mstep: Class 16 contains 3773 members Mstep: Class 17 contains 3615 members Mstep: Class 18 contains 2425 members Mstep: Class 19 contains 719 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1693.240479 but Gain 1728.537109 Score: -4138050.000000 Penalty: 22470.984375 Iteration 11Q: 14 clusters Score -4138050 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11091 members Mstep: Class 3 contains 1501 members Mstep: Class 4 contains 776 members Mstep: Class 6 contains 554 members Mstep: Class 7 contains 375 members Mstep: Class 10 contains 10055 members Mstep: Class 12 contains 4965 members Mstep: Class 14 contains 501 members Mstep: Class 15 contains 1218 members Mstep: Class 16 contains 3768 members Mstep: Class 17 contains 3648 members Mstep: Class 18 contains 2464 members Mstep: Class 19 contains 732 members Entering Unmasked Estep ConsiderDeletion Score: -4139474.500000 Penalty: 22470.984375 Iteration 12Q: 14 clusters Score -4139474 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11076 members Mstep: Class 3 contains 1456 members Mstep: Class 4 contains 790 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 375 members Mstep: Class 10 contains 10225 members Mstep: Class 12 contains 4968 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 1214 members Mstep: Class 16 contains 3768 members Mstep: Class 17 contains 3525 members Mstep: Class 18 contains 2462 members Mstep: Class 19 contains 730 members Entering Unmasked Estep ConsiderDeletion Score: -4139750.500000 Penalty: 22470.984375 Iteration 13Q: 14 clusters Score -4139750 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11072 members Mstep: Class 3 contains 1417 members Mstep: Class 4 contains 802 members Mstep: Class 6 contains 551 members Mstep: Class 7 contains 375 members Mstep: Class 10 contains 10374 members Mstep: Class 12 contains 4970 members Mstep: Class 14 contains 510 members Mstep: Class 15 contains 1214 members Mstep: Class 16 contains 3768 members Mstep: Class 17 contains 3410 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -4139932.750000 Penalty: 22470.984375 Iteration 14Q: 14 clusters Score -4139933 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11073 members Mstep: Class 3 contains 1395 members Mstep: Class 4 contains 807 members Mstep: Class 6 contains 551 members Mstep: Class 7 contains 375 members Mstep: Class 10 contains 10517 members Mstep: Class 12 contains 4970 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 1214 members Mstep: Class 16 contains 3766 members Mstep: Class 17 contains 3284 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -4140054.750000 Penalty: 22470.984375 Iteration 15Q: 14 clusters Score -4140055 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11071 members Mstep: Class 3 contains 1380 members Mstep: Class 4 contains 810 members Mstep: Class 6 contains 551 members Mstep: Class 7 contains 375 members Mstep: Class 10 contains 10637 members Mstep: Class 12 contains 4970 members Mstep: Class 14 contains 528 members Mstep: Class 15 contains 1214 members Mstep: Class 16 contains 3765 members Mstep: Class 17 contains 3183 members Mstep: Class 18 contains 2458 members Mstep: Class 19 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -4140141.750000 Penalty: 22470.984375 Iteration 16Q: 14 clusters Score -4140142 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11070 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 811 members Mstep: Class 6 contains 551 members Mstep: Class 7 contains 378 members Mstep: Class 10 contains 10731 members Mstep: Class 12 contains 4971 members Mstep: Class 14 contains 534 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3764 members Mstep: Class 17 contains 3110 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 692 members Entering Unmasked Estep ConsiderDeletion Score: -4140247.250000 Penalty: 22470.984375 Iteration 17Q: 14 clusters Score -4140247 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11070 members Mstep: Class 3 contains 1350 members Mstep: Class 4 contains 813 members Mstep: Class 6 contains 550 members Mstep: Class 7 contains 377 members Mstep: Class 10 contains 10828 members Mstep: Class 12 contains 4974 members Mstep: Class 14 contains 537 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3764 members Mstep: Class 17 contains 3032 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 681 members Entering Unmasked Estep ConsiderDeletion Score: -4140361.000000 Penalty: 22470.984375 Iteration 18Q: 14 clusters Score -4140361 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11070 members Mstep: Class 3 contains 1344 members Mstep: Class 4 contains 814 members Mstep: Class 6 contains 550 members Mstep: Class 7 contains 377 members Mstep: Class 10 contains 10917 members Mstep: Class 12 contains 4974 members Mstep: Class 14 contains 542 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3764 members Mstep: Class 17 contains 2954 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 670 members Entering Unmasked Estep ConsiderDeletion Score: -4140492.000000 Penalty: 22470.984375 Iteration 19Q: 14 clusters Score -4140492 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11070 members Mstep: Class 3 contains 1333 members Mstep: Class 4 contains 815 members Mstep: Class 6 contains 552 members Mstep: Class 7 contains 379 members Mstep: Class 10 contains 10984 members Mstep: Class 12 contains 4973 members Mstep: Class 14 contains 546 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3764 members Mstep: Class 17 contains 2893 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 667 members Entering Unmasked Estep ConsiderDeletion Score: -4140612.500000 Penalty: 22470.984375 Iteration 20F: 14 clusters Score -4140612 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11067 members Mstep: Class 3 contains 1328 members Mstep: Class 4 contains 817 members Mstep: Class 6 contains 555 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11050 members Mstep: Class 12 contains 4974 members Mstep: Class 14 contains 549 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3762 members Mstep: Class 17 contains 2832 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 662 members Entering Unmasked Estep ConsiderDeletion Score: -4140685.750000 Penalty: 22470.984375 Iteration 21Q: 14 clusters Score -4140686 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11064 members Mstep: Class 3 contains 1323 members Mstep: Class 4 contains 819 members Mstep: Class 6 contains 555 members Mstep: Class 7 contains 379 members Mstep: Class 10 contains 11125 members Mstep: Class 12 contains 4975 members Mstep: Class 14 contains 550 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3761 members Mstep: Class 17 contains 2767 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -4140752.250000 Penalty: 22470.984375 Iteration 22Q: 14 clusters Score -4140752 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1312 members Mstep: Class 4 contains 822 members Mstep: Class 6 contains 555 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11197 members Mstep: Class 12 contains 4976 members Mstep: Class 14 contains 548 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3761 members Mstep: Class 17 contains 2706 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -4140771.000000 Penalty: 22470.984375 Iteration 23Q: 14 clusters Score -4140771 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1301 members Mstep: Class 4 contains 825 members Mstep: Class 6 contains 555 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11256 members Mstep: Class 12 contains 4978 members Mstep: Class 14 contains 546 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2655 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 656 members Entering Unmasked Estep ConsiderDeletion Score: -4140798.500000 Penalty: 22470.984375 Iteration 24Q: 14 clusters Score -4140798 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 827 members Mstep: Class 6 contains 554 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11306 members Mstep: Class 12 contains 4981 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2609 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 656 members Entering Unmasked Estep ConsiderDeletion Score: -4140811.000000 Penalty: 22470.984375 Iteration 25Q: 14 clusters Score -4140811 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11062 members Mstep: Class 3 contains 1289 members Mstep: Class 4 contains 828 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11337 members Mstep: Class 12 contains 4982 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2583 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4140825.500000 Penalty: 22470.984375 Iteration 26Q: 14 clusters Score -4140826 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11062 members Mstep: Class 3 contains 1281 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 552 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11360 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2567 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -4140836.250000 Penalty: 22470.984375 Iteration 27Q: 14 clusters Score -4140836 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1274 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11372 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1212 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2560 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140844.000000 Penalty: 22470.984375 Iteration 28Q: 14 clusters Score -4140844 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1266 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 554 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11393 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140847.750000 Penalty: 22470.984375 Iteration 29Q: 14 clusters Score -4140848 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1262 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11410 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2535 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140856.250000 Penalty: 22470.984375 Iteration 30Q: 14 clusters Score -4140856 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1259 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11422 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2526 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140866.000000 Penalty: 22470.984375 Iteration 31Q: 14 clusters Score -4140866 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1257 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11433 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2518 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140874.750000 Penalty: 22470.984375 Iteration 32Q: 14 clusters Score -4140875 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1257 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11444 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2507 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140871.750000 Penalty: 22470.984375 Iteration 33Q: 14 clusters Score -4140872 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11455 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2497 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140867.000000 Penalty: 22470.984375 Iteration 34Q: 14 clusters Score -4140867 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1255 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11469 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2484 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140873.750000 Penalty: 22470.984375 Iteration 35Q: 14 clusters Score -4140874 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1254 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11485 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2469 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140867.500000 Penalty: 22470.984375 Iteration 36Q: 14 clusters Score -4140868 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1253 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11494 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2461 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140876.500000 Penalty: 22470.984375 Iteration 37Q: 14 clusters Score -4140876 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1252 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 380 members Mstep: Class 10 contains 11498 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2458 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4140868.750000 Penalty: 22470.984375 Iteration 38Q: 14 clusters Score -4140869 nChanged 5 Entering ConstructFrom: Score: -4140868.750000 Penalty: 22470.984375 Entering ConstructFrom: Trying to split cluster 2 (11063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Entering Unmasked Estep Score: -1162548.750000 Penalty: 1513.096191 Iteration 0F: 2 clusters Score -1162549 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1154676.875000 Penalty: 3026.192383 Iteration 0F: 3 clusters Score -1154677 nChanged 4840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -1157567.750000 Penalty: 3026.192383 Iteration 1F: 3 clusters Score -1157568 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -1158020.250000 Penalty: 3026.192383 Iteration 2F: 3 clusters Score -1158020 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -1158548.500000 Penalty: 3026.192383 Iteration 3F: 3 clusters Score -1158548 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1159229.000000 Penalty: 3026.192383 Iteration 4F: 3 clusters Score -1159229 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1160008.875000 Penalty: 3026.192383 Iteration 5F: 3 clusters Score -1160009 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1160645.625000 Penalty: 3026.192383 Iteration 6F: 3 clusters Score -1160646 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -1161064.000000 Penalty: 3026.192383 Iteration 7F: 3 clusters Score -1161064 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1161355.750000 Penalty: 3026.192383 Iteration 8Q: 3 clusters Score -1161356 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -1161546.625000 Penalty: 3026.192383 Iteration 9Q: 3 clusters Score -1161547 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -1161678.125000 Penalty: 3026.192383 Iteration 10Q: 3 clusters Score -1161678 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -1161771.125000 Penalty: 3026.192383 Iteration 11Q: 3 clusters Score -1161771 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -1161848.625000 Penalty: 3026.192383 Iteration 12Q: 3 clusters Score -1161849 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -1161901.750000 Penalty: 3026.192383 Iteration 13Q: 3 clusters Score -1161902 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -1161941.750000 Penalty: 3026.192383 Iteration 14Q: 3 clusters Score -1161942 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -1161979.625000 Penalty: 3026.192383 Iteration 15Q: 3 clusters Score -1161980 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1162010.875000 Penalty: 3026.192383 Iteration 16Q: 3 clusters Score -1162011 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -1162028.125000 Penalty: 3026.192383 Iteration 17Q: 3 clusters Score -1162028 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -1162039.750000 Penalty: 3026.192383 Iteration 18Q: 3 clusters Score -1162040 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -1162047.875000 Penalty: 3026.192383 Iteration 19Q: 3 clusters Score -1162048 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -1162053.625000 Penalty: 3026.192383 Iteration 20F: 3 clusters Score -1162054 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -1162057.000000 Penalty: 3026.192383 Iteration 21Q: 3 clusters Score -1162057 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1162061.250000 Penalty: 3026.192383 Iteration 22Q: 3 clusters Score -1162061 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -1162060.250000 Penalty: 3026.192383 Iteration 23Q: 3 clusters Score -1162060 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -1162063.000000 Penalty: 3026.192383 Iteration 24Q: 3 clusters Score -1162063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -1162067.250000 Penalty: 3026.192383 Iteration 25Q: 3 clusters Score -1162067 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -1162068.875000 Penalty: 3026.192383 Iteration 26Q: 3 clusters Score -1162069 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -1162067.625000 Penalty: 3026.192383 Iteration 27Q: 3 clusters Score -1162068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 9351 members Entering Unmasked Estep Score: -1162073.625000 Penalty: 3026.192383 Iteration 28Q: 3 clusters Score -1162074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1162073.500000 Penalty: 3026.192383 Iteration 29Q: 3 clusters Score -1162074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -1162072.375000 Penalty: 3026.192383 Iteration 30Q: 3 clusters Score -1162072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -1162071.125000 Penalty: 3026.192383 Iteration 31Q: 3 clusters Score -1162071 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -1162075.625000 Penalty: 3026.192383 Iteration 32Q: 3 clusters Score -1162076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -1162077.500000 Penalty: 3026.192383 Iteration 33Q: 3 clusters Score -1162078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1162078.875000 Penalty: 3026.192383 Iteration 34Q: 3 clusters Score -1162079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -1162078.375000 Penalty: 3026.192383 Iteration 35Q: 3 clusters Score -1162078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -1162080.000000 Penalty: 3026.192383 Iteration 36Q: 3 clusters Score -1162080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 9383 members Entering Unmasked Estep Score: -1162081.500000 Penalty: 3026.192383 Iteration 37Q: 3 clusters Score -1162082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -1162080.125000 Penalty: 3026.192383 Iteration 38Q: 3 clusters Score -1162080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -1162078.625000 Penalty: 3026.192383 Iteration 39Q: 3 clusters Score -1162079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -1162078.625000 Penalty: 3026.192383 Iteration 40F: 3 clusters Score -1162079 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Entering Unmasked Estep Score: -111305.015625 Penalty: 1158.771118 Iteration 0F: 2 clusters Score -111305 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -109705.882812 Penalty: 2317.542236 Iteration 0F: 3 clusters Score -109705.9 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -110120.140625 Penalty: 2317.542236 Iteration 1F: 3 clusters Score -110120.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -110319.539062 Penalty: 2317.542236 Iteration 2F: 3 clusters Score -110319.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -110476.421875 Penalty: 2317.542236 Iteration 3F: 3 clusters Score -110476.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -110645.468750 Penalty: 2317.542236 Iteration 4F: 3 clusters Score -110645.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -110808.843750 Penalty: 2317.542236 Iteration 5F: 3 clusters Score -110808.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -110963.250000 Penalty: 2317.542236 Iteration 6F: 3 clusters Score -110963.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -111067.296875 Penalty: 2317.542236 Iteration 7Q: 3 clusters Score -111067.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -111143.953125 Penalty: 2317.542236 Iteration 8Q: 3 clusters Score -111144 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -111216.570312 Penalty: 2317.542236 Iteration 9Q: 3 clusters Score -111216.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -111252.656250 Penalty: 2317.542236 Iteration 10Q: 3 clusters Score -111252.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -111260.523438 Penalty: 2317.542236 Iteration 11Q: 3 clusters Score -111260.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -111266.070312 Penalty: 2317.542236 Iteration 12Q: 3 clusters Score -111266.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -111266.335938 Penalty: 2317.542236 Iteration 13Q: 3 clusters Score -111266.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -111266.335938 Penalty: 2317.542236 Iteration 14F: 3 clusters Score -111266.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Entering Unmasked Estep Score: -83519.421875 Penalty: 1092.035767 Iteration 0F: 2 clusters Score -83519.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -82177.265625 Penalty: 2184.071533 Iteration 0F: 3 clusters Score -82177.27 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -82440.273438 Penalty: 2184.071533 Iteration 1F: 3 clusters Score -82440.27 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -82584.296875 Penalty: 2184.071533 Iteration 2F: 3 clusters Score -82584.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -82694.210938 Penalty: 2184.071533 Iteration 3F: 3 clusters Score -82694.21 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -82776.968750 Penalty: 2184.071533 Iteration 4Q: 3 clusters Score -82776.97 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -82834.976562 Penalty: 2184.071533 Iteration 5Q: 3 clusters Score -82834.98 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -82881.062500 Penalty: 2184.071533 Iteration 6Q: 3 clusters Score -82881.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -82933.906250 Penalty: 2184.071533 Iteration 7Q: 3 clusters Score -82933.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -82978.687500 Penalty: 2184.071533 Iteration 8Q: 3 clusters Score -82978.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -83002.765625 Penalty: 2184.071533 Iteration 9Q: 3 clusters Score -83002.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -83016.367188 Penalty: 2184.071533 Iteration 10Q: 3 clusters Score -83016.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -83026.546875 Penalty: 2184.071533 Iteration 11Q: 3 clusters Score -83026.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -83034.648438 Penalty: 2184.071533 Iteration 12Q: 3 clusters Score -83034.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -83036.460938 Penalty: 2184.071533 Iteration 13Q: 3 clusters Score -83036.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -83038.148438 Penalty: 2184.071533 Iteration 14Q: 3 clusters Score -83038.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -83038.148438 Penalty: 2184.071533 Iteration 15F: 3 clusters Score -83038.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Entering Unmasked Estep Score: -50963.113281 Penalty: 1026.245728 Iteration 0F: 2 clusters Score -50963.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -49967.257812 Penalty: 2052.491455 Iteration 0F: 3 clusters Score -49967.26 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -50141.753906 Penalty: 2052.491455 Iteration 1F: 3 clusters Score -50141.75 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -50207.769531 Penalty: 2052.491455 Iteration 2F: 3 clusters Score -50207.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -50253.425781 Penalty: 2052.491455 Iteration 3Q: 3 clusters Score -50253.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -50303.382812 Penalty: 2052.491455 Iteration 4Q: 3 clusters Score -50303.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -50361.875000 Penalty: 2052.491455 Iteration 5Q: 3 clusters Score -50361.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -50414.484375 Penalty: 2052.491455 Iteration 6Q: 3 clusters Score -50414.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -50474.039062 Penalty: 2052.491455 Iteration 7Q: 3 clusters Score -50474.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50530.984375 Penalty: 2052.491455 Iteration 8Q: 3 clusters Score -50530.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -50568.882812 Penalty: 2052.491455 Iteration 9Q: 3 clusters Score -50568.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -50594.792969 Penalty: 2052.491455 Iteration 10Q: 3 clusters Score -50594.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -50599.101562 Penalty: 2052.491455 Iteration 11Q: 3 clusters Score -50599.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -50605.480469 Penalty: 2052.491455 Iteration 12Q: 3 clusters Score -50605.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -50609.324219 Penalty: 2052.491455 Iteration 13Q: 3 clusters Score -50609.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -50656.339844 Penalty: 2052.491455 Iteration 14F: 3 clusters Score -50656.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -50771.222656 Penalty: 2052.491455 Iteration 15Q: 3 clusters Score -50771.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -50816.570312 Penalty: 2052.491455 Iteration 16Q: 3 clusters Score -50816.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50828.753906 Penalty: 2052.491455 Iteration 17Q: 3 clusters Score -50828.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -50841.839844 Penalty: 2052.491455 Iteration 18Q: 3 clusters Score -50841.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -50843.171875 Penalty: 2052.491455 Iteration 19F: 3 clusters Score -50843.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -50868.074219 Penalty: 2052.491455 Iteration 20F: 3 clusters Score -50868.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -50886.742188 Penalty: 2052.491455 Iteration 21Q: 3 clusters Score -50886.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -50896.285156 Penalty: 2052.491455 Iteration 22Q: 3 clusters Score -50896.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -50902.605469 Penalty: 2052.491455 Iteration 23Q: 3 clusters Score -50902.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -50905.789062 Penalty: 2052.491455 Iteration 24Q: 3 clusters Score -50905.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50906.730469 Penalty: 2052.491455 Iteration 25Q: 3 clusters Score -50906.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50906.730469 Penalty: 2052.491455 Iteration 26F: 3 clusters Score -50906.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -35963.785156 Penalty: 965.277832 Iteration 0F: 2 clusters Score -35963.79 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 196 members Entering Unmasked Estep Score: -35146.351562 Penalty: 1930.555664 Iteration 0F: 3 clusters Score -35146.35 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -35720.882812 Penalty: 1930.555664 Iteration 1F: 3 clusters Score -35720.88 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -36135.507812 Penalty: 1930.555664 Iteration 2F: 3 clusters Score -36135.51 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -36341.925781 Penalty: 1930.555664 Iteration 3F: 3 clusters Score -36341.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -36544.195312 Penalty: 1930.555664 Iteration 4Q: 3 clusters Score -36544.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -36759.964844 Penalty: 1930.555664 Iteration 5Q: 3 clusters Score -36759.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -36846.417969 Penalty: 1930.555664 Iteration 6Q: 3 clusters Score -36846.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -36855.011719 Penalty: 1930.555664 Iteration 7Q: 3 clusters Score -36855.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -36856.492188 Penalty: 1930.555664 Iteration 8Q: 3 clusters Score -36856.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -36859.027344 Penalty: 1930.555664 Iteration 9Q: 3 clusters Score -36859.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -36861.804688 Penalty: 1930.555664 Iteration 10Q: 3 clusters Score -36861.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -36861.804688 Penalty: 1930.555664 Iteration 11F: 3 clusters Score -36861.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1250 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 133 members Mstep: Class 10 contains 11501 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2457 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep Score: -4141005.500000 Penalty: 24199.521484 Splitting cluster 7 changes total score from -4140868.750000 to -4141005.500000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 10 (11501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Entering Unmasked Estep Score: -1161822.625000 Penalty: 1519.405762 Iteration 0F: 2 clusters Score -1161823 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -1153666.250000 Penalty: 3038.811523 Iteration 0F: 3 clusters Score -1153666 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -1156488.875000 Penalty: 3038.811523 Iteration 1F: 3 clusters Score -1156489 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1156855.125000 Penalty: 3038.811523 Iteration 2F: 3 clusters Score -1156855 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -1157270.750000 Penalty: 3038.811523 Iteration 3F: 3 clusters Score -1157271 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1157737.375000 Penalty: 3038.811523 Iteration 4F: 3 clusters Score -1157737 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1158216.375000 Penalty: 3038.811523 Iteration 5F: 3 clusters Score -1158216 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1158669.625000 Penalty: 3038.811523 Iteration 6F: 3 clusters Score -1158670 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1159068.375000 Penalty: 3038.811523 Iteration 7Q: 3 clusters Score -1159068 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1159420.500000 Penalty: 3038.811523 Iteration 8Q: 3 clusters Score -1159420 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1159659.750000 Penalty: 3038.811523 Iteration 9Q: 3 clusters Score -1159660 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1159864.375000 Penalty: 3038.811523 Iteration 10Q: 3 clusters Score -1159864 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -1159996.625000 Penalty: 3038.811523 Iteration 11Q: 3 clusters Score -1159997 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1160062.500000 Penalty: 3038.811523 Iteration 12Q: 3 clusters Score -1160062 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1160120.875000 Penalty: 3038.811523 Iteration 13Q: 3 clusters Score -1160121 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1160155.875000 Penalty: 3038.811523 Iteration 14Q: 3 clusters Score -1160156 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1160199.375000 Penalty: 3038.811523 Iteration 15Q: 3 clusters Score -1160199 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1160245.625000 Penalty: 3038.811523 Iteration 16Q: 3 clusters Score -1160246 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1160287.750000 Penalty: 3038.811523 Iteration 17Q: 3 clusters Score -1160288 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1160308.000000 Penalty: 3038.811523 Iteration 18Q: 3 clusters Score -1160308 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1160327.250000 Penalty: 3038.811523 Iteration 19Q: 3 clusters Score -1160327 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1160341.750000 Penalty: 3038.811523 Iteration 20F: 3 clusters Score -1160342 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1160360.750000 Penalty: 3038.811523 Iteration 21Q: 3 clusters Score -1160361 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1160372.125000 Penalty: 3038.811523 Iteration 22Q: 3 clusters Score -1160372 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1160390.500000 Penalty: 3038.811523 Iteration 23Q: 3 clusters Score -1160390 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -1160400.750000 Penalty: 3038.811523 Iteration 24Q: 3 clusters Score -1160401 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1160414.125000 Penalty: 3038.811523 Iteration 25Q: 3 clusters Score -1160414 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -1160425.000000 Penalty: 3038.811523 Iteration 26Q: 3 clusters Score -1160425 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9872 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1160434.125000 Penalty: 3038.811523 Iteration 27Q: 3 clusters Score -1160434 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1160445.625000 Penalty: 3038.811523 Iteration 28Q: 3 clusters Score -1160446 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -1160464.875000 Penalty: 3038.811523 Iteration 29Q: 3 clusters Score -1160465 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1160478.250000 Penalty: 3038.811523 Iteration 30Q: 3 clusters Score -1160478 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1160489.750000 Penalty: 3038.811523 Iteration 31Q: 3 clusters Score -1160490 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1160500.000000 Penalty: 3038.811523 Iteration 32Q: 3 clusters Score -1160500 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1160511.000000 Penalty: 3038.811523 Iteration 33Q: 3 clusters Score -1160511 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1160516.500000 Penalty: 3038.811523 Iteration 34Q: 3 clusters Score -1160516 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1160520.875000 Penalty: 3038.811523 Iteration 35Q: 3 clusters Score -1160521 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1160523.125000 Penalty: 3038.811523 Iteration 36Q: 3 clusters Score -1160523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1160526.625000 Penalty: 3038.811523 Iteration 37Q: 3 clusters Score -1160527 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1160527.625000 Penalty: 3038.811523 Iteration 38Q: 3 clusters Score -1160528 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -1160531.875000 Penalty: 3038.811523 Iteration 39Q: 3 clusters Score -1160532 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -1160533.500000 Penalty: 3038.811523 Iteration 40F: 3 clusters Score -1160534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1160537.125000 Penalty: 3038.811523 Iteration 41Q: 3 clusters Score -1160537 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1160539.250000 Penalty: 3038.811523 Iteration 42Q: 3 clusters Score -1160539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1160540.125000 Penalty: 3038.811523 Iteration 43Q: 3 clusters Score -1160540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1160538.125000 Penalty: 3038.811523 Iteration 44Q: 3 clusters Score -1160538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1160538.125000 Penalty: 3038.811523 Iteration 45Q: 3 clusters Score -1160538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1160540.000000 Penalty: 3038.811523 Iteration 46Q: 3 clusters Score -1160540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1160543.750000 Penalty: 3038.811523 Iteration 47Q: 3 clusters Score -1160544 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1160543.875000 Penalty: 3038.811523 Iteration 48Q: 3 clusters Score -1160544 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1160551.500000 Penalty: 3038.811523 Iteration 49Q: 3 clusters Score -1160552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10246 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1160550.625000 Penalty: 3038.811523 Iteration 50Q: 3 clusters Score -1160551 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1160557.625000 Penalty: 3038.811523 Iteration 51Q: 3 clusters Score -1160558 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1160563.750000 Penalty: 3038.811523 Iteration 52Q: 3 clusters Score -1160564 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1160571.250000 Penalty: 3038.811523 Iteration 53Q: 3 clusters Score -1160571 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1160573.250000 Penalty: 3038.811523 Iteration 54Q: 3 clusters Score -1160573 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10313 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1160575.125000 Penalty: 3038.811523 Iteration 55Q: 3 clusters Score -1160575 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1160576.000000 Penalty: 3038.811523 Iteration 56Q: 3 clusters Score -1160576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1160576.375000 Penalty: 3038.811523 Iteration 57Q: 3 clusters Score -1160576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1160576.875000 Penalty: 3038.811523 Iteration 58Q: 3 clusters Score -1160577 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1160578.125000 Penalty: 3038.811523 Iteration 59Q: 3 clusters Score -1160578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1160578.750000 Penalty: 3038.811523 Iteration 60F: 3 clusters Score -1160579 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1160579.375000 Penalty: 3038.811523 Iteration 61Q: 3 clusters Score -1160579 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1160578.625000 Penalty: 3038.811523 Iteration 62Q: 3 clusters Score -1160579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1160578.625000 Penalty: 3038.811523 Iteration 63Q: 3 clusters Score -1160579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1160577.125000 Penalty: 3038.811523 Iteration 64Q: 3 clusters Score -1160577 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1160577.375000 Penalty: 3038.811523 Iteration 65Q: 3 clusters Score -1160577 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1160578.125000 Penalty: 3038.811523 Iteration 66Q: 3 clusters Score -1160578 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1160578.125000 Penalty: 3038.811523 Iteration 67F: 3 clusters Score -1160578 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Entering Unmasked Estep Score: -502384.125000 Penalty: 1383.490479 Iteration 0F: 2 clusters Score -502384.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -498351.781250 Penalty: 2766.980957 Iteration 0F: 3 clusters Score -498351.8 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -499536.500000 Penalty: 2766.980957 Iteration 1F: 3 clusters Score -499536.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -499785.937500 Penalty: 2766.980957 Iteration 2F: 3 clusters Score -499785.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -500004.781250 Penalty: 2766.980957 Iteration 3F: 3 clusters Score -500004.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -500229.812500 Penalty: 2766.980957 Iteration 4F: 3 clusters Score -500229.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -500448.843750 Penalty: 2766.980957 Iteration 5F: 3 clusters Score -500448.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -500647.031250 Penalty: 2766.980957 Iteration 6F: 3 clusters Score -500647 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -500803.500000 Penalty: 2766.980957 Iteration 7Q: 3 clusters Score -500803.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -500941.000000 Penalty: 2766.980957 Iteration 8Q: 3 clusters Score -500941 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -501067.718750 Penalty: 2766.980957 Iteration 9Q: 3 clusters Score -501067.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -501166.781250 Penalty: 2766.980957 Iteration 10Q: 3 clusters Score -501166.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -501223.968750 Penalty: 2766.980957 Iteration 11Q: 3 clusters Score -501224 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -501269.875000 Penalty: 2766.980957 Iteration 12Q: 3 clusters Score -501269.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -501297.500000 Penalty: 2766.980957 Iteration 13Q: 3 clusters Score -501297.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -501314.125000 Penalty: 2766.980957 Iteration 14Q: 3 clusters Score -501314.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -501326.031250 Penalty: 2766.980957 Iteration 15Q: 3 clusters Score -501326 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -501333.562500 Penalty: 2766.980957 Iteration 16Q: 3 clusters Score -501333.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -501337.906250 Penalty: 2766.980957 Iteration 17Q: 3 clusters Score -501337.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -501342.843750 Penalty: 2766.980957 Iteration 18Q: 3 clusters Score -501342.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -501344.718750 Penalty: 2766.980957 Iteration 19Q: 3 clusters Score -501344.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -501345.500000 Penalty: 2766.980957 Iteration 20F: 3 clusters Score -501345.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -501346.125000 Penalty: 2766.980957 Iteration 21Q: 3 clusters Score -501346.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -501346.625000 Penalty: 2766.980957 Iteration 22Q: 3 clusters Score -501346.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -501347.062500 Penalty: 2766.980957 Iteration 23Q: 3 clusters Score -501347.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -501347.750000 Penalty: 2766.980957 Iteration 24Q: 3 clusters Score -501347.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -501347.750000 Penalty: 2766.980957 Iteration 25F: 3 clusters Score -501347.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -51568.257812 Penalty: 1023.280212 Iteration 0F: 2 clusters Score -51568.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -50470.804688 Penalty: 2046.560425 Iteration 0F: 3 clusters Score -50470.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -50656.097656 Penalty: 2046.560425 Iteration 1F: 3 clusters Score -50656.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -50750.347656 Penalty: 2046.560425 Iteration 2F: 3 clusters Score -50750.35 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -50780.449219 Penalty: 2046.560425 Iteration 3Q: 3 clusters Score -50780.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -50801.003906 Penalty: 2046.560425 Iteration 4Q: 3 clusters Score -50801 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -50814.304688 Penalty: 2046.560425 Iteration 5Q: 3 clusters Score -50814.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -50820.535156 Penalty: 2046.560425 Iteration 6Q: 3 clusters Score -50820.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -50826.070312 Penalty: 2046.560425 Iteration 7Q: 3 clusters Score -50826.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -50829.437500 Penalty: 2046.560425 Iteration 8Q: 3 clusters Score -50829.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -50833.257812 Penalty: 2046.560425 Iteration 9Q: 3 clusters Score -50833.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -50841.492188 Penalty: 2046.560425 Iteration 10Q: 3 clusters Score -50841.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -50858.562500 Penalty: 2046.560425 Iteration 11Q: 3 clusters Score -50858.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -50869.433594 Penalty: 2046.560425 Iteration 12Q: 3 clusters Score -50869.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -50876.359375 Penalty: 2046.560425 Iteration 13Q: 3 clusters Score -50876.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -50901.882812 Penalty: 2046.560425 Iteration 14Q: 3 clusters Score -50901.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -51004.414062 Penalty: 2046.560425 Iteration 15Q: 3 clusters Score -51004.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -51155.046875 Penalty: 2046.560425 Iteration 16Q: 3 clusters Score -51155.05 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -51348.980469 Penalty: 2046.560425 Iteration 17F: 3 clusters Score -51348.98 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -51619.546875 Penalty: 2046.560425 Iteration 18F: 3 clusters Score -51619.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -51780.339844 Penalty: 2046.560425 Iteration 19Q: 3 clusters Score -51780.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51820.402344 Penalty: 2046.560425 Iteration 20F: 3 clusters Score -51820.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51842.097656 Penalty: 2046.560425 Iteration 21Q: 3 clusters Score -51842.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -51848.152344 Penalty: 2046.560425 Iteration 22Q: 3 clusters Score -51848.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -51848.152344 Penalty: 2046.560425 Iteration 23F: 3 clusters Score -51848.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1250 members Mstep: Class 4 contains 829 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 133 members Mstep: Class 10 contains 11501 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 372 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2457 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep Score: -4140577.250000 Penalty: 25928.060547 Splitting cluster 14 changes total score from -4140868.750000 to -4140577.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Entering Unmasked Estep Score: -123437.960938 Penalty: 1153.620239 Iteration 0F: 2 clusters Score -123438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -121834.820312 Penalty: 2307.240479 Iteration 0F: 3 clusters Score -121834.8 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -122128.281250 Penalty: 2307.240479 Iteration 1F: 3 clusters Score -122128.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -122218.359375 Penalty: 2307.240479 Iteration 2F: 3 clusters Score -122218.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -122279.007812 Penalty: 2307.240479 Iteration 3Q: 3 clusters Score -122279 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -122305.523438 Penalty: 2307.240479 Iteration 4Q: 3 clusters Score -122305.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -122324.765625 Penalty: 2307.240479 Iteration 5Q: 3 clusters Score -122324.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -122338.875000 Penalty: 2307.240479 Iteration 6Q: 3 clusters Score -122338.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -122352.125000 Penalty: 2307.240479 Iteration 7Q: 3 clusters Score -122352.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -122361.664062 Penalty: 2307.240479 Iteration 8Q: 3 clusters Score -122361.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -122369.601562 Penalty: 2307.240479 Iteration 9Q: 3 clusters Score -122369.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -122375.679688 Penalty: 2307.240479 Iteration 10Q: 3 clusters Score -122375.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -122381.273438 Penalty: 2307.240479 Iteration 11Q: 3 clusters Score -122381.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -122394.179688 Penalty: 2307.240479 Iteration 12Q: 3 clusters Score -122394.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -122400.039062 Penalty: 2307.240479 Iteration 13Q: 3 clusters Score -122400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -122403.765625 Penalty: 2307.240479 Iteration 14Q: 3 clusters Score -122403.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -122407.414062 Penalty: 2307.240479 Iteration 15Q: 3 clusters Score -122407.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -122410.171875 Penalty: 2307.240479 Iteration 16Q: 3 clusters Score -122410.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -122411.898438 Penalty: 2307.240479 Iteration 17Q: 3 clusters Score -122411.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -122413.882812 Penalty: 2307.240479 Iteration 18Q: 3 clusters Score -122413.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -122415.156250 Penalty: 2307.240479 Iteration 19Q: 3 clusters Score -122415.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -122416.945312 Penalty: 2307.240479 Iteration 20F: 3 clusters Score -122416.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -122417.812500 Penalty: 2307.240479 Iteration 21Q: 3 clusters Score -122417.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -122418.429688 Penalty: 2307.240479 Iteration 22Q: 3 clusters Score -122418.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -122419.187500 Penalty: 2307.240479 Iteration 23Q: 3 clusters Score -122419.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -122419.648438 Penalty: 2307.240479 Iteration 24Q: 3 clusters Score -122419.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -122419.648438 Penalty: 2307.240479 Iteration 25F: 3 clusters Score -122419.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Entering Unmasked Estep Score: -387492.843750 Penalty: 1337.728271 Iteration 0F: 2 clusters Score -387492.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -384381.781250 Penalty: 2675.456543 Iteration 0F: 3 clusters Score -384381.8 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -385493.468750 Penalty: 2675.456543 Iteration 1F: 3 clusters Score -385493.5 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -385885.218750 Penalty: 2675.456543 Iteration 2F: 3 clusters Score -385885.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -386229.156250 Penalty: 2675.456543 Iteration 3F: 3 clusters Score -386229.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -386506.187500 Penalty: 2675.456543 Iteration 4F: 3 clusters Score -386506.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -386700.500000 Penalty: 2675.456543 Iteration 5F: 3 clusters Score -386700.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -386795.937500 Penalty: 2675.456543 Iteration 6Q: 3 clusters Score -386795.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -386852.875000 Penalty: 2675.456543 Iteration 7Q: 3 clusters Score -386852.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -386870.843750 Penalty: 2675.456543 Iteration 8Q: 3 clusters Score -386870.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -386881.281250 Penalty: 2675.456543 Iteration 9Q: 3 clusters Score -386881.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -386885.406250 Penalty: 2675.456543 Iteration 10Q: 3 clusters Score -386885.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -386895.781250 Penalty: 2675.456543 Iteration 11Q: 3 clusters Score -386895.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -386899.593750 Penalty: 2675.456543 Iteration 12Q: 3 clusters Score -386899.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -386903.218750 Penalty: 2675.456543 Iteration 13Q: 3 clusters Score -386903.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -386906.625000 Penalty: 2675.456543 Iteration 14Q: 3 clusters Score -386906.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -386911.593750 Penalty: 2675.456543 Iteration 15Q: 3 clusters Score -386911.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -386914.093750 Penalty: 2675.456543 Iteration 16Q: 3 clusters Score -386914.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -386919.031250 Penalty: 2675.456543 Iteration 17Q: 3 clusters Score -386919 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -386924.375000 Penalty: 2675.456543 Iteration 18Q: 3 clusters Score -386924.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -386926.875000 Penalty: 2675.456543 Iteration 19Q: 3 clusters Score -386926.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -386927.718750 Penalty: 2675.456543 Iteration 20F: 3 clusters Score -386927.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -386927.437500 Penalty: 2675.456543 Iteration 21Q: 3 clusters Score -386927.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -386928.125000 Penalty: 2675.456543 Iteration 22Q: 3 clusters Score -386928.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -386929.281250 Penalty: 2675.456543 Iteration 23Q: 3 clusters Score -386929.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -386930.218750 Penalty: 2675.456543 Iteration 24Q: 3 clusters Score -386930.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -386931.687500 Penalty: 2675.456543 Iteration 25Q: 3 clusters Score -386931.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -386932.312500 Penalty: 2675.456543 Iteration 26Q: 3 clusters Score -386932.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -386934.125000 Penalty: 2675.456543 Iteration 27Q: 3 clusters Score -386934.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -386935.156250 Penalty: 2675.456543 Iteration 28Q: 3 clusters Score -386935.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -386934.750000 Penalty: 2675.456543 Iteration 29Q: 3 clusters Score -386934.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -386935.875000 Penalty: 2675.456543 Iteration 30Q: 3 clusters Score -386935.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -386935.875000 Penalty: 2675.456543 Iteration 31F: 3 clusters Score -386935.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Entering Unmasked Estep Score: -242136.171875 Penalty: 1268.588135 Iteration 0F: 2 clusters Score -242136.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -239781.609375 Penalty: 2537.176270 Iteration 0F: 3 clusters Score -239781.6 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -240330.593750 Penalty: 2537.176270 Iteration 1F: 3 clusters Score -240330.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -240421.843750 Penalty: 2537.176270 Iteration 2F: 3 clusters Score -240421.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -240463.578125 Penalty: 2537.176270 Iteration 3Q: 3 clusters Score -240463.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -240486.359375 Penalty: 2537.176270 Iteration 4Q: 3 clusters Score -240486.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -240500.531250 Penalty: 2537.176270 Iteration 5Q: 3 clusters Score -240500.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -240513.000000 Penalty: 2537.176270 Iteration 6Q: 3 clusters Score -240513 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -240523.671875 Penalty: 2537.176270 Iteration 7Q: 3 clusters Score -240523.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -240536.328125 Penalty: 2537.176270 Iteration 8Q: 3 clusters Score -240536.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -240548.843750 Penalty: 2537.176270 Iteration 9Q: 3 clusters Score -240548.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -240566.171875 Penalty: 2537.176270 Iteration 10Q: 3 clusters Score -240566.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -240590.937500 Penalty: 2537.176270 Iteration 11Q: 3 clusters Score -240590.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -240624.406250 Penalty: 2537.176270 Iteration 12Q: 3 clusters Score -240624.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -240655.656250 Penalty: 2537.176270 Iteration 13Q: 3 clusters Score -240655.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -240687.937500 Penalty: 2537.176270 Iteration 14Q: 3 clusters Score -240687.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -240713.578125 Penalty: 2537.176270 Iteration 15Q: 3 clusters Score -240713.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -240744.593750 Penalty: 2537.176270 Iteration 16Q: 3 clusters Score -240744.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -240766.187500 Penalty: 2537.176270 Iteration 17Q: 3 clusters Score -240766.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -240793.015625 Penalty: 2537.176270 Iteration 18Q: 3 clusters Score -240793 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -240817.187500 Penalty: 2537.176270 Iteration 19Q: 3 clusters Score -240817.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -240839.750000 Penalty: 2537.176270 Iteration 20F: 3 clusters Score -240839.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -240864.343750 Penalty: 2537.176270 Iteration 21Q: 3 clusters Score -240864.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -240893.109375 Penalty: 2537.176270 Iteration 22Q: 3 clusters Score -240893.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -240920.812500 Penalty: 2537.176270 Iteration 23Q: 3 clusters Score -240920.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -240944.921875 Penalty: 2537.176270 Iteration 24Q: 3 clusters Score -240944.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -240965.531250 Penalty: 2537.176270 Iteration 25Q: 3 clusters Score -240965.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -240988.218750 Penalty: 2537.176270 Iteration 26Q: 3 clusters Score -240988.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -241013.187500 Penalty: 2537.176270 Iteration 27Q: 3 clusters Score -241013.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -241033.718750 Penalty: 2537.176270 Iteration 28Q: 3 clusters Score -241033.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -241058.609375 Penalty: 2537.176270 Iteration 29Q: 3 clusters Score -241058.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -241080.109375 Penalty: 2537.176270 Iteration 30Q: 3 clusters Score -241080.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -241100.484375 Penalty: 2537.176270 Iteration 31Q: 3 clusters Score -241100.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -241118.109375 Penalty: 2537.176270 Iteration 32Q: 3 clusters Score -241118.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -241141.984375 Penalty: 2537.176270 Iteration 33Q: 3 clusters Score -241142 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -241161.796875 Penalty: 2537.176270 Iteration 34Q: 3 clusters Score -241161.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -241184.171875 Penalty: 2537.176270 Iteration 35Q: 3 clusters Score -241184.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -241201.968750 Penalty: 2537.176270 Iteration 36Q: 3 clusters Score -241202 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -241215.343750 Penalty: 2537.176270 Iteration 37Q: 3 clusters Score -241215.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -241228.859375 Penalty: 2537.176270 Iteration 38Q: 3 clusters Score -241228.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -241240.234375 Penalty: 2537.176270 Iteration 39Q: 3 clusters Score -241240.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -241249.859375 Penalty: 2537.176270 Iteration 40F: 3 clusters Score -241249.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -241255.828125 Penalty: 2537.176270 Iteration 41Q: 3 clusters Score -241255.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -241260.859375 Penalty: 2537.176270 Iteration 42Q: 3 clusters Score -241260.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -241263.078125 Penalty: 2537.176270 Iteration 43Q: 3 clusters Score -241263.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -241263.265625 Penalty: 2537.176270 Iteration 44Q: 3 clusters Score -241263.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -241264.140625 Penalty: 2537.176270 Iteration 45Q: 3 clusters Score -241264.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -241264.953125 Penalty: 2537.176270 Iteration 46Q: 3 clusters Score -241265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -241265.281250 Penalty: 2537.176270 Iteration 47Q: 3 clusters Score -241265.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -241266.937500 Penalty: 2537.176270 Iteration 48Q: 3 clusters Score -241266.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -241267.203125 Penalty: 2537.176270 Iteration 49Q: 3 clusters Score -241267.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -241268.156250 Penalty: 2537.176270 Iteration 50Q: 3 clusters Score -241268.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -241268.625000 Penalty: 2537.176270 Iteration 51Q: 3 clusters Score -241268.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -241268.625000 Penalty: 2537.176270 Iteration 52F: 3 clusters Score -241268.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Entering Unmasked Estep Score: -254457.062500 Penalty: 1268.720337 Iteration 0F: 2 clusters Score -254457.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -252087.734375 Penalty: 2537.440674 Iteration 0F: 3 clusters Score -252087.7 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -252630.328125 Penalty: 2537.440674 Iteration 1F: 3 clusters Score -252630.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -252756.859375 Penalty: 2537.440674 Iteration 2F: 3 clusters Score -252756.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -252846.953125 Penalty: 2537.440674 Iteration 3F: 3 clusters Score -252847 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -252898.531250 Penalty: 2537.440674 Iteration 4Q: 3 clusters Score -252898.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -252944.734375 Penalty: 2537.440674 Iteration 5Q: 3 clusters Score -252944.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -252991.703125 Penalty: 2537.440674 Iteration 6Q: 3 clusters Score -252991.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -253040.125000 Penalty: 2537.440674 Iteration 7Q: 3 clusters Score -253040.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -253103.203125 Penalty: 2537.440674 Iteration 8Q: 3 clusters Score -253103.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -253166.171875 Penalty: 2537.440674 Iteration 9Q: 3 clusters Score -253166.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -253224.812500 Penalty: 2537.440674 Iteration 10Q: 3 clusters Score -253224.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -253293.640625 Penalty: 2537.440674 Iteration 11Q: 3 clusters Score -253293.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -253350.125000 Penalty: 2537.440674 Iteration 12Q: 3 clusters Score -253350.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -253418.140625 Penalty: 2537.440674 Iteration 13Q: 3 clusters Score -253418.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -253491.875000 Penalty: 2537.440674 Iteration 14Q: 3 clusters Score -253491.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -253544.562500 Penalty: 2537.440674 Iteration 15Q: 3 clusters Score -253544.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -253594.437500 Penalty: 2537.440674 Iteration 16Q: 3 clusters Score -253594.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -253632.515625 Penalty: 2537.440674 Iteration 17Q: 3 clusters Score -253632.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -253661.000000 Penalty: 2537.440674 Iteration 18Q: 3 clusters Score -253661 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -253678.796875 Penalty: 2537.440674 Iteration 19Q: 3 clusters Score -253678.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -253696.906250 Penalty: 2537.440674 Iteration 20F: 3 clusters Score -253696.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -253714.921875 Penalty: 2537.440674 Iteration 21Q: 3 clusters Score -253714.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -253736.453125 Penalty: 2537.440674 Iteration 22Q: 3 clusters Score -253736.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -253756.468750 Penalty: 2537.440674 Iteration 23Q: 3 clusters Score -253756.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -253773.781250 Penalty: 2537.440674 Iteration 24Q: 3 clusters Score -253773.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -253791.843750 Penalty: 2537.440674 Iteration 25Q: 3 clusters Score -253791.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -253800.546875 Penalty: 2537.440674 Iteration 26Q: 3 clusters Score -253800.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -253808.203125 Penalty: 2537.440674 Iteration 27Q: 3 clusters Score -253808.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -253813.421875 Penalty: 2537.440674 Iteration 28Q: 3 clusters Score -253813.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -253818.984375 Penalty: 2537.440674 Iteration 29Q: 3 clusters Score -253819 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -253822.500000 Penalty: 2537.440674 Iteration 30Q: 3 clusters Score -253822.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -253825.828125 Penalty: 2537.440674 Iteration 31Q: 3 clusters Score -253825.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -253829.781250 Penalty: 2537.440674 Iteration 32Q: 3 clusters Score -253829.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -253831.734375 Penalty: 2537.440674 Iteration 33Q: 3 clusters Score -253831.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -253833.859375 Penalty: 2537.440674 Iteration 34Q: 3 clusters Score -253833.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -253834.500000 Penalty: 2537.440674 Iteration 35Q: 3 clusters Score -253834.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -253835.171875 Penalty: 2537.440674 Iteration 36Q: 3 clusters Score -253835.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -253835.171875 Penalty: 2537.440674 Iteration 37F: 3 clusters Score -253835.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Entering Unmasked Estep Score: -64220.855469 Penalty: 1054.742554 Iteration 0F: 2 clusters Score -64220.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -63026.566406 Penalty: 2109.485107 Iteration 0F: 3 clusters Score -63026.57 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -63267.386719 Penalty: 2109.485107 Iteration 1F: 3 clusters Score -63267.39 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -63375.406250 Penalty: 2109.485107 Iteration 2F: 3 clusters Score -63375.41 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63419.531250 Penalty: 2109.485107 Iteration 3Q: 3 clusters Score -63419.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -63441.597656 Penalty: 2109.485107 Iteration 4Q: 3 clusters Score -63441.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63455.574219 Penalty: 2109.485107 Iteration 5Q: 3 clusters Score -63455.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -63479.867188 Penalty: 2109.485107 Iteration 6Q: 3 clusters Score -63479.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -63497.203125 Penalty: 2109.485107 Iteration 7Q: 3 clusters Score -63497.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -63507.011719 Penalty: 2109.485107 Iteration 8Q: 3 clusters Score -63507.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -63519.253906 Penalty: 2109.485107 Iteration 9Q: 3 clusters Score -63519.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63524.750000 Penalty: 2109.485107 Iteration 10Q: 3 clusters Score -63524.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63528.910156 Penalty: 2109.485107 Iteration 11Q: 3 clusters Score -63528.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63530.078125 Penalty: 2109.485107 Iteration 12Q: 3 clusters Score -63530.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -63530.320312 Penalty: 2109.485107 Iteration 13Q: 3 clusters Score -63530.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -63530.320312 Penalty: 2109.485107 Iteration 14F: 3 clusters Score -63530.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1250 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 133 members Mstep: Class 10 contains 11501 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2457 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4141016.500000 Penalty: 24199.521484 Iteration 39Q: 15 clusters Score -4141016 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1251 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 131 members Mstep: Class 10 contains 11506 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 543 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2454 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -4141055.500000 Penalty: 24199.521484 Iteration 40F: 15 clusters Score -4141056 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1252 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11509 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3760 members Mstep: Class 17 contains 2450 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141079.000000 Penalty: 24199.521484 Iteration 41Q: 15 clusters Score -4141079 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1251 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11514 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3759 members Mstep: Class 17 contains 2446 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141073.500000 Penalty: 24199.521484 Iteration 42Q: 15 clusters Score -4141074 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1250 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 553 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11517 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2445 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141075.250000 Penalty: 24199.521484 Iteration 43Q: 15 clusters Score -4141075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1250 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 552 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11524 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2439 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141079.250000 Penalty: 24199.521484 Iteration 44Q: 15 clusters Score -4141079 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1251 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 551 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11526 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2437 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141076.000000 Penalty: 24199.521484 Iteration 45Q: 15 clusters Score -4141076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1251 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 550 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11528 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2436 members Mstep: Class 18 contains 2459 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141076.250000 Penalty: 24199.521484 Iteration 46Q: 15 clusters Score -4141076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1246 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11530 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2439 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141089.250000 Penalty: 24199.521484 Iteration 47Q: 15 clusters Score -4141089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1243 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11530 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2442 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141086.250000 Penalty: 24199.521484 Iteration 48Q: 15 clusters Score -4141086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1242 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11531 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2442 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141085.500000 Penalty: 24199.521484 Iteration 49Q: 15 clusters Score -4141086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1241 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11534 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2440 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141086.500000 Penalty: 24199.521484 Iteration 50Q: 15 clusters Score -4141086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1240 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11537 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2438 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141088.000000 Penalty: 24199.521484 Iteration 51Q: 15 clusters Score -4141088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1238 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11540 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2437 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141097.750000 Penalty: 24199.521484 Iteration 52Q: 15 clusters Score -4141098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1237 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11542 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2436 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141092.500000 Penalty: 24199.521484 Iteration 53Q: 15 clusters Score -4141092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1236 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11544 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2435 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141092.500000 Penalty: 24199.521484 Iteration 54Q: 15 clusters Score -4141092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1235 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11545 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2435 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141093.000000 Penalty: 24199.521484 Iteration 55Q: 15 clusters Score -4141093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1235 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11546 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2434 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141090.750000 Penalty: 24199.521484 Iteration 56Q: 15 clusters Score -4141091 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1235 members Mstep: Class 4 contains 829 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11546 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2434 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -4141090.750000 Penalty: 24199.521484 Iteration 57F: 15 clusters Score -4141091 nChanged 0 Entering ConstructFrom: Score: -4141090.750000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 1 (249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Entering Unmasked Estep Score: -25488.279297 Penalty: 896.586060 Iteration 0F: 2 clusters Score -25488.28 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 128 members Entering Unmasked Estep Score: -24650.238281 Penalty: 1793.172119 Iteration 0F: 3 clusters Score -24650.24 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24734.330078 Penalty: 1793.172119 Iteration 1F: 3 clusters Score -24734.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24755.646484 Penalty: 1793.172119 Iteration 2Q: 3 clusters Score -24755.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24768.957031 Penalty: 1793.172119 Iteration 3Q: 3 clusters Score -24768.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24774.509766 Penalty: 1793.172119 Iteration 4Q: 3 clusters Score -24774.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -24776.285156 Penalty: 1793.172119 Iteration 5Q: 3 clusters Score -24776.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -24776.285156 Penalty: 1793.172119 Iteration 6F: 3 clusters Score -24776.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (11063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Entering Unmasked Estep Score: -1162548.750000 Penalty: 1513.096191 Iteration 0F: 2 clusters Score -1162549 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1154654.875000 Penalty: 3026.192383 Iteration 0F: 3 clusters Score -1154655 nChanged 4825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1157307.375000 Penalty: 3026.192383 Iteration 1F: 3 clusters Score -1157307 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1157648.250000 Penalty: 3026.192383 Iteration 2F: 3 clusters Score -1157648 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -1158037.250000 Penalty: 3026.192383 Iteration 3F: 3 clusters Score -1158037 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1158537.250000 Penalty: 3026.192383 Iteration 4F: 3 clusters Score -1158537 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1159186.875000 Penalty: 3026.192383 Iteration 5F: 3 clusters Score -1159187 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -1159811.000000 Penalty: 3026.192383 Iteration 6F: 3 clusters Score -1159811 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1160348.750000 Penalty: 3026.192383 Iteration 7F: 3 clusters Score -1160349 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1160776.125000 Penalty: 3026.192383 Iteration 8F: 3 clusters Score -1160776 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1161027.125000 Penalty: 3026.192383 Iteration 9Q: 3 clusters Score -1161027 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1161204.125000 Penalty: 3026.192383 Iteration 10Q: 3 clusters Score -1161204 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1161332.750000 Penalty: 3026.192383 Iteration 11Q: 3 clusters Score -1161333 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1161432.250000 Penalty: 3026.192383 Iteration 12Q: 3 clusters Score -1161432 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1161517.000000 Penalty: 3026.192383 Iteration 13Q: 3 clusters Score -1161517 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -1161598.375000 Penalty: 3026.192383 Iteration 14Q: 3 clusters Score -1161598 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1161666.000000 Penalty: 3026.192383 Iteration 15Q: 3 clusters Score -1161666 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1161718.500000 Penalty: 3026.192383 Iteration 16Q: 3 clusters Score -1161718 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -1161766.250000 Penalty: 3026.192383 Iteration 17Q: 3 clusters Score -1161766 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1161801.375000 Penalty: 3026.192383 Iteration 18Q: 3 clusters Score -1161801 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1161838.125000 Penalty: 3026.192383 Iteration 19Q: 3 clusters Score -1161838 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1161871.375000 Penalty: 3026.192383 Iteration 20F: 3 clusters Score -1161871 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1161894.875000 Penalty: 3026.192383 Iteration 21Q: 3 clusters Score -1161895 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1161921.000000 Penalty: 3026.192383 Iteration 22Q: 3 clusters Score -1161921 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1161943.000000 Penalty: 3026.192383 Iteration 23Q: 3 clusters Score -1161943 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1161960.250000 Penalty: 3026.192383 Iteration 24Q: 3 clusters Score -1161960 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1161971.750000 Penalty: 3026.192383 Iteration 25Q: 3 clusters Score -1161972 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8856 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -1161983.875000 Penalty: 3026.192383 Iteration 26Q: 3 clusters Score -1161984 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1161994.125000 Penalty: 3026.192383 Iteration 27Q: 3 clusters Score -1161994 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1162005.250000 Penalty: 3026.192383 Iteration 28Q: 3 clusters Score -1162005 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1162010.875000 Penalty: 3026.192383 Iteration 29Q: 3 clusters Score -1162011 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1162017.875000 Penalty: 3026.192383 Iteration 30Q: 3 clusters Score -1162018 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -1162027.125000 Penalty: 3026.192383 Iteration 31Q: 3 clusters Score -1162027 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1162033.375000 Penalty: 3026.192383 Iteration 32Q: 3 clusters Score -1162033 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1162040.125000 Penalty: 3026.192383 Iteration 33Q: 3 clusters Score -1162040 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1162046.000000 Penalty: 3026.192383 Iteration 34Q: 3 clusters Score -1162046 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1162050.375000 Penalty: 3026.192383 Iteration 35Q: 3 clusters Score -1162050 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -1162055.375000 Penalty: 3026.192383 Iteration 36Q: 3 clusters Score -1162055 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -1162056.000000 Penalty: 3026.192383 Iteration 37Q: 3 clusters Score -1162056 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1162058.750000 Penalty: 3026.192383 Iteration 38Q: 3 clusters Score -1162059 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1162060.750000 Penalty: 3026.192383 Iteration 39Q: 3 clusters Score -1162061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1162062.250000 Penalty: 3026.192383 Iteration 40F: 3 clusters Score -1162062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1162061.250000 Penalty: 3026.192383 Iteration 41Q: 3 clusters Score -1162061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1162063.875000 Penalty: 3026.192383 Iteration 42Q: 3 clusters Score -1162064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1162064.500000 Penalty: 3026.192383 Iteration 43Q: 3 clusters Score -1162064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1162063.625000 Penalty: 3026.192383 Iteration 44Q: 3 clusters Score -1162064 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1162063.625000 Penalty: 3026.192383 Iteration 45F: 3 clusters Score -1162064 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Entering Unmasked Estep Score: -109874.515625 Penalty: 1156.809326 Iteration 0F: 2 clusters Score -109874.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -108299.890625 Penalty: 2313.618652 Iteration 0F: 3 clusters Score -108299.9 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -108660.351562 Penalty: 2313.618652 Iteration 1F: 3 clusters Score -108660.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -108865.109375 Penalty: 2313.618652 Iteration 2F: 3 clusters Score -108865.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -109111.265625 Penalty: 2313.618652 Iteration 3F: 3 clusters Score -109111.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -109438.109375 Penalty: 2313.618652 Iteration 4F: 3 clusters Score -109438.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -109690.078125 Penalty: 2313.618652 Iteration 5F: 3 clusters Score -109690.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -109823.609375 Penalty: 2313.618652 Iteration 6Q: 3 clusters Score -109823.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -109863.710938 Penalty: 2313.618652 Iteration 7Q: 3 clusters Score -109863.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -109883.687500 Penalty: 2313.618652 Iteration 8Q: 3 clusters Score -109883.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -109896.375000 Penalty: 2313.618652 Iteration 9Q: 3 clusters Score -109896.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -109901.867188 Penalty: 2313.618652 Iteration 10Q: 3 clusters Score -109901.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -109910.640625 Penalty: 2313.618652 Iteration 11Q: 3 clusters Score -109910.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -109910.640625 Penalty: 2313.618652 Iteration 12F: 3 clusters Score -109910.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 369 members Mstep: Class 4 contains 829 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11546 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2434 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep Score: -4140553.250000 Penalty: 25928.060547 Splitting cluster 3 changes total score from -4141090.750000 to -4140553.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Entering Unmasked Estep Score: -83519.421875 Penalty: 1092.035767 Iteration 0F: 2 clusters Score -83519.42 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 415 members Entering Unmasked Estep Score: -82201.734375 Penalty: 2184.071533 Iteration 0F: 3 clusters Score -82201.73 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -82429.734375 Penalty: 2184.071533 Iteration 1F: 3 clusters Score -82429.73 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -82501.562500 Penalty: 2184.071533 Iteration 2F: 3 clusters Score -82501.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -82533.625000 Penalty: 2184.071533 Iteration 3Q: 3 clusters Score -82533.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -82555.750000 Penalty: 2184.071533 Iteration 4Q: 3 clusters Score -82555.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -82564.148438 Penalty: 2184.071533 Iteration 5Q: 3 clusters Score -82564.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -82579.257812 Penalty: 2184.071533 Iteration 6Q: 3 clusters Score -82579.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -82597.835938 Penalty: 2184.071533 Iteration 7Q: 3 clusters Score -82597.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -82617.601562 Penalty: 2184.071533 Iteration 8Q: 3 clusters Score -82617.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -82641.242188 Penalty: 2184.071533 Iteration 9Q: 3 clusters Score -82641.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -82668.742188 Penalty: 2184.071533 Iteration 10Q: 3 clusters Score -82668.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -82697.257812 Penalty: 2184.071533 Iteration 11Q: 3 clusters Score -82697.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -82751.679688 Penalty: 2184.071533 Iteration 12Q: 3 clusters Score -82751.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -82794.335938 Penalty: 2184.071533 Iteration 13Q: 3 clusters Score -82794.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -82821.054688 Penalty: 2184.071533 Iteration 14Q: 3 clusters Score -82821.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -82838.835938 Penalty: 2184.071533 Iteration 15Q: 3 clusters Score -82838.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -82860.062500 Penalty: 2184.071533 Iteration 16Q: 3 clusters Score -82860.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -82875.523438 Penalty: 2184.071533 Iteration 17Q: 3 clusters Score -82875.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -82888.593750 Penalty: 2184.071533 Iteration 18Q: 3 clusters Score -82888.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -82892.562500 Penalty: 2184.071533 Iteration 19Q: 3 clusters Score -82892.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -82898.101562 Penalty: 2184.071533 Iteration 20F: 3 clusters Score -82898.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -82915.007812 Penalty: 2184.071533 Iteration 21Q: 3 clusters Score -82915.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -82927.609375 Penalty: 2184.071533 Iteration 22Q: 3 clusters Score -82927.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -82931.835938 Penalty: 2184.071533 Iteration 23Q: 3 clusters Score -82931.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -82935.609375 Penalty: 2184.071533 Iteration 24Q: 3 clusters Score -82935.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -82945.203125 Penalty: 2184.071533 Iteration 25Q: 3 clusters Score -82945.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -82947.757812 Penalty: 2184.071533 Iteration 26Q: 3 clusters Score -82947.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -82951.453125 Penalty: 2184.071533 Iteration 27Q: 3 clusters Score -82951.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -82957.070312 Penalty: 2184.071533 Iteration 28Q: 3 clusters Score -82957.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -82962.546875 Penalty: 2184.071533 Iteration 29Q: 3 clusters Score -82962.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -82966.093750 Penalty: 2184.071533 Iteration 30Q: 3 clusters Score -82966.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -82968.117188 Penalty: 2184.071533 Iteration 31Q: 3 clusters Score -82968.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -82973.195312 Penalty: 2184.071533 Iteration 32Q: 3 clusters Score -82973.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -82977.406250 Penalty: 2184.071533 Iteration 33Q: 3 clusters Score -82977.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82980.078125 Penalty: 2184.071533 Iteration 34Q: 3 clusters Score -82980.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82980.078125 Penalty: 2184.071533 Iteration 35F: 3 clusters Score -82980.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Entering Unmasked Estep Score: -50651.535156 Penalty: 1025.065918 Iteration 0F: 2 clusters Score -50651.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -49610.906250 Penalty: 2050.131836 Iteration 0F: 3 clusters Score -49610.91 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -49795.359375 Penalty: 2050.131836 Iteration 1F: 3 clusters Score -49795.36 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -49865.453125 Penalty: 2050.131836 Iteration 2F: 3 clusters Score -49865.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -49918.312500 Penalty: 2050.131836 Iteration 3F: 3 clusters Score -49918.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -50003.570312 Penalty: 2050.131836 Iteration 4Q: 3 clusters Score -50003.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -50072.468750 Penalty: 2050.131836 Iteration 5Q: 3 clusters Score -50072.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -50142.835938 Penalty: 2050.131836 Iteration 6Q: 3 clusters Score -50142.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -50181.464844 Penalty: 2050.131836 Iteration 7Q: 3 clusters Score -50181.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -50197.605469 Penalty: 2050.131836 Iteration 8Q: 3 clusters Score -50197.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -50215.914062 Penalty: 2050.131836 Iteration 9Q: 3 clusters Score -50215.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -50231.406250 Penalty: 2050.131836 Iteration 10Q: 3 clusters Score -50231.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -50240.773438 Penalty: 2050.131836 Iteration 11Q: 3 clusters Score -50240.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -50245.531250 Penalty: 2050.131836 Iteration 12Q: 3 clusters Score -50245.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -50269.562500 Penalty: 2050.131836 Iteration 13Q: 3 clusters Score -50269.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -50330.867188 Penalty: 2050.131836 Iteration 14Q: 3 clusters Score -50330.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -50361.535156 Penalty: 2050.131836 Iteration 15Q: 3 clusters Score -50361.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -50368.738281 Penalty: 2050.131836 Iteration 16Q: 3 clusters Score -50368.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -50372.539062 Penalty: 2050.131836 Iteration 17Q: 3 clusters Score -50372.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -50374.929688 Penalty: 2050.131836 Iteration 18Q: 3 clusters Score -50374.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -50378.851562 Penalty: 2050.131836 Iteration 19Q: 3 clusters Score -50378.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -50383.304688 Penalty: 2050.131836 Iteration 20F: 3 clusters Score -50383.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -50405.355469 Penalty: 2050.131836 Iteration 21Q: 3 clusters Score -50405.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -50409.347656 Penalty: 2050.131836 Iteration 22Q: 3 clusters Score -50409.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -50412.210938 Penalty: 2050.131836 Iteration 23Q: 3 clusters Score -50412.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -50412.210938 Penalty: 2050.131836 Iteration 24F: 3 clusters Score -50412.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Entering Unmasked Estep Score: -11857.773438 Penalty: 790.974365 Iteration 0F: 2 clusters Score -11857.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -11244.729492 Penalty: 1581.948730 Iteration 0F: 3 clusters Score -11244.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -11302.553711 Penalty: 1581.948730 Iteration 1F: 3 clusters Score -11302.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -11332.311523 Penalty: 1581.948730 Iteration 2Q: 3 clusters Score -11332.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -11334.494141 Penalty: 1581.948730 Iteration 3Q: 3 clusters Score -11334.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -11334.494141 Penalty: 1581.948730 Iteration 4F: 3 clusters Score -11334.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Entering Unmasked Estep Score: -1166166.875000 Penalty: 1520.040405 Iteration 0F: 2 clusters Score -1166167 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1158038.625000 Penalty: 3040.080811 Iteration 0F: 3 clusters Score -1158039 nChanged 4965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -1160772.500000 Penalty: 3040.080811 Iteration 1F: 3 clusters Score -1160772 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1161040.875000 Penalty: 3040.080811 Iteration 2F: 3 clusters Score -1161041 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -1161311.625000 Penalty: 3040.080811 Iteration 3F: 3 clusters Score -1161312 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1161556.125000 Penalty: 3040.080811 Iteration 4Q: 3 clusters Score -1161556 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -1161826.750000 Penalty: 3040.080811 Iteration 5Q: 3 clusters Score -1161827 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1162068.875000 Penalty: 3040.080811 Iteration 6Q: 3 clusters Score -1162069 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1162304.125000 Penalty: 3040.080811 Iteration 7Q: 3 clusters Score -1162304 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1162531.000000 Penalty: 3040.080811 Iteration 8Q: 3 clusters Score -1162531 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1162779.250000 Penalty: 3040.080811 Iteration 9Q: 3 clusters Score -1162779 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1163026.250000 Penalty: 3040.080811 Iteration 10Q: 3 clusters Score -1163026 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1163269.000000 Penalty: 3040.080811 Iteration 11Q: 3 clusters Score -1163269 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1163469.750000 Penalty: 3040.080811 Iteration 12Q: 3 clusters Score -1163470 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -1163624.875000 Penalty: 3040.080811 Iteration 13Q: 3 clusters Score -1163625 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -1163732.250000 Penalty: 3040.080811 Iteration 14Q: 3 clusters Score -1163732 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1163811.125000 Penalty: 3040.080811 Iteration 15Q: 3 clusters Score -1163811 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1163866.375000 Penalty: 3040.080811 Iteration 16Q: 3 clusters Score -1163866 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1163905.750000 Penalty: 3040.080811 Iteration 17Q: 3 clusters Score -1163906 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1163937.500000 Penalty: 3040.080811 Iteration 18Q: 3 clusters Score -1163938 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1163962.500000 Penalty: 3040.080811 Iteration 19Q: 3 clusters Score -1163962 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1163988.875000 Penalty: 3040.080811 Iteration 20F: 3 clusters Score -1163989 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1164003.125000 Penalty: 3040.080811 Iteration 21Q: 3 clusters Score -1164003 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1164023.875000 Penalty: 3040.080811 Iteration 22Q: 3 clusters Score -1164024 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1164034.000000 Penalty: 3040.080811 Iteration 23Q: 3 clusters Score -1164034 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1164042.625000 Penalty: 3040.080811 Iteration 24Q: 3 clusters Score -1164043 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1164054.250000 Penalty: 3040.080811 Iteration 25Q: 3 clusters Score -1164054 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1164059.625000 Penalty: 3040.080811 Iteration 26Q: 3 clusters Score -1164060 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1164073.000000 Penalty: 3040.080811 Iteration 27Q: 3 clusters Score -1164073 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1164089.625000 Penalty: 3040.080811 Iteration 28Q: 3 clusters Score -1164090 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1164103.375000 Penalty: 3040.080811 Iteration 29Q: 3 clusters Score -1164103 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1164131.875000 Penalty: 3040.080811 Iteration 30Q: 3 clusters Score -1164132 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1164158.125000 Penalty: 3040.080811 Iteration 31Q: 3 clusters Score -1164158 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1164178.250000 Penalty: 3040.080811 Iteration 32Q: 3 clusters Score -1164178 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1164199.125000 Penalty: 3040.080811 Iteration 33Q: 3 clusters Score -1164199 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1164225.625000 Penalty: 3040.080811 Iteration 34Q: 3 clusters Score -1164226 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1164246.250000 Penalty: 3040.080811 Iteration 35Q: 3 clusters Score -1164246 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1164274.625000 Penalty: 3040.080811 Iteration 36Q: 3 clusters Score -1164275 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1164299.500000 Penalty: 3040.080811 Iteration 37Q: 3 clusters Score -1164300 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1164324.000000 Penalty: 3040.080811 Iteration 38Q: 3 clusters Score -1164324 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1164344.000000 Penalty: 3040.080811 Iteration 39Q: 3 clusters Score -1164344 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1164362.000000 Penalty: 3040.080811 Iteration 40F: 3 clusters Score -1164362 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1164374.750000 Penalty: 3040.080811 Iteration 41Q: 3 clusters Score -1164375 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1164392.250000 Penalty: 3040.080811 Iteration 42Q: 3 clusters Score -1164392 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1164409.500000 Penalty: 3040.080811 Iteration 43Q: 3 clusters Score -1164410 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1164427.125000 Penalty: 3040.080811 Iteration 44Q: 3 clusters Score -1164427 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1164447.375000 Penalty: 3040.080811 Iteration 45Q: 3 clusters Score -1164447 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1164484.250000 Penalty: 3040.080811 Iteration 46Q: 3 clusters Score -1164484 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1164520.625000 Penalty: 3040.080811 Iteration 47Q: 3 clusters Score -1164521 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -1164551.250000 Penalty: 3040.080811 Iteration 48Q: 3 clusters Score -1164551 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1164590.500000 Penalty: 3040.080811 Iteration 49Q: 3 clusters Score -1164590 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1164615.375000 Penalty: 3040.080811 Iteration 50Q: 3 clusters Score -1164615 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1164638.875000 Penalty: 3040.080811 Iteration 51Q: 3 clusters Score -1164639 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1164651.625000 Penalty: 3040.080811 Iteration 52Q: 3 clusters Score -1164652 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1164658.875000 Penalty: 3040.080811 Iteration 53Q: 3 clusters Score -1164659 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1164673.250000 Penalty: 3040.080811 Iteration 54Q: 3 clusters Score -1164673 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -1164681.625000 Penalty: 3040.080811 Iteration 55Q: 3 clusters Score -1164682 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1164684.250000 Penalty: 3040.080811 Iteration 56Q: 3 clusters Score -1164684 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -1164688.375000 Penalty: 3040.080811 Iteration 57Q: 3 clusters Score -1164688 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1164695.750000 Penalty: 3040.080811 Iteration 58Q: 3 clusters Score -1164696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1164702.375000 Penalty: 3040.080811 Iteration 59Q: 3 clusters Score -1164702 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1164702.125000 Penalty: 3040.080811 Iteration 60F: 3 clusters Score -1164702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -1164703.000000 Penalty: 3040.080811 Iteration 61Q: 3 clusters Score -1164703 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1164704.750000 Penalty: 3040.080811 Iteration 62Q: 3 clusters Score -1164705 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1164707.125000 Penalty: 3040.080811 Iteration 63Q: 3 clusters Score -1164707 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1164709.125000 Penalty: 3040.080811 Iteration 64Q: 3 clusters Score -1164709 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1164709.000000 Penalty: 3040.080811 Iteration 65Q: 3 clusters Score -1164709 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -1164713.250000 Penalty: 3040.080811 Iteration 66Q: 3 clusters Score -1164713 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -1164715.875000 Penalty: 3040.080811 Iteration 67Q: 3 clusters Score -1164716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1164717.625000 Penalty: 3040.080811 Iteration 68Q: 3 clusters Score -1164718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -1164716.750000 Penalty: 3040.080811 Iteration 69Q: 3 clusters Score -1164717 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1164719.625000 Penalty: 3040.080811 Iteration 70Q: 3 clusters Score -1164720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1164715.375000 Penalty: 3040.080811 Iteration 71Q: 3 clusters Score -1164715 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1164717.750000 Penalty: 3040.080811 Iteration 72Q: 3 clusters Score -1164718 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1164717.250000 Penalty: 3040.080811 Iteration 73Q: 3 clusters Score -1164717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1164717.250000 Penalty: 3040.080811 Iteration 74Q: 3 clusters Score -1164717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -1164721.250000 Penalty: 3040.080811 Iteration 75Q: 3 clusters Score -1164721 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1164719.875000 Penalty: 3040.080811 Iteration 76Q: 3 clusters Score -1164720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1164721.250000 Penalty: 3040.080811 Iteration 77Q: 3 clusters Score -1164721 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1164720.500000 Penalty: 3040.080811 Iteration 78Q: 3 clusters Score -1164720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1164724.625000 Penalty: 3040.080811 Iteration 79Q: 3 clusters Score -1164725 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1164722.500000 Penalty: 3040.080811 Iteration 80F: 3 clusters Score -1164722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1164721.625000 Penalty: 3040.080811 Iteration 81Q: 3 clusters Score -1164722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1164723.000000 Penalty: 3040.080811 Iteration 82Q: 3 clusters Score -1164723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1164723.125000 Penalty: 3040.080811 Iteration 83Q: 3 clusters Score -1164723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1164722.000000 Penalty: 3040.080811 Iteration 84Q: 3 clusters Score -1164722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1164722.000000 Penalty: 3040.080811 Iteration 85F: 3 clusters Score -1164722 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Entering Unmasked Estep Score: -502384.125000 Penalty: 1383.490479 Iteration 0F: 2 clusters Score -502384.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -498458.968750 Penalty: 2766.980957 Iteration 0F: 3 clusters Score -498459 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -499567.000000 Penalty: 2766.980957 Iteration 1F: 3 clusters Score -499567 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -499798.125000 Penalty: 2766.980957 Iteration 2F: 3 clusters Score -499798.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -500009.593750 Penalty: 2766.980957 Iteration 3F: 3 clusters Score -500009.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -500201.812500 Penalty: 2766.980957 Iteration 4F: 3 clusters Score -500201.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -500366.125000 Penalty: 2766.980957 Iteration 5Q: 3 clusters Score -500366.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -500525.468750 Penalty: 2766.980957 Iteration 6Q: 3 clusters Score -500525.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -500652.750000 Penalty: 2766.980957 Iteration 7Q: 3 clusters Score -500652.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -500758.812500 Penalty: 2766.980957 Iteration 8Q: 3 clusters Score -500758.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -500847.656250 Penalty: 2766.980957 Iteration 9Q: 3 clusters Score -500847.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -500910.781250 Penalty: 2766.980957 Iteration 10Q: 3 clusters Score -500910.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -500952.750000 Penalty: 2766.980957 Iteration 11Q: 3 clusters Score -500952.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -500994.156250 Penalty: 2766.980957 Iteration 12Q: 3 clusters Score -500994.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -501027.437500 Penalty: 2766.980957 Iteration 13Q: 3 clusters Score -501027.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -501052.843750 Penalty: 2766.980957 Iteration 14Q: 3 clusters Score -501052.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -501072.750000 Penalty: 2766.980957 Iteration 15Q: 3 clusters Score -501072.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -501087.250000 Penalty: 2766.980957 Iteration 16Q: 3 clusters Score -501087.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -501100.968750 Penalty: 2766.980957 Iteration 17Q: 3 clusters Score -501101 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -501110.843750 Penalty: 2766.980957 Iteration 18Q: 3 clusters Score -501110.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -501116.250000 Penalty: 2766.980957 Iteration 19Q: 3 clusters Score -501116.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -501118.156250 Penalty: 2766.980957 Iteration 20F: 3 clusters Score -501118.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -501121.625000 Penalty: 2766.980957 Iteration 21Q: 3 clusters Score -501121.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -501123.812500 Penalty: 2766.980957 Iteration 22Q: 3 clusters Score -501123.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -501125.906250 Penalty: 2766.980957 Iteration 23Q: 3 clusters Score -501125.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -501128.656250 Penalty: 2766.980957 Iteration 24Q: 3 clusters Score -501128.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -501130.562500 Penalty: 2766.980957 Iteration 25Q: 3 clusters Score -501130.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -501131.000000 Penalty: 2766.980957 Iteration 26Q: 3 clusters Score -501131 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -501132.156250 Penalty: 2766.980957 Iteration 27Q: 3 clusters Score -501132.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -501133.593750 Penalty: 2766.980957 Iteration 28Q: 3 clusters Score -501133.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -501136.718750 Penalty: 2766.980957 Iteration 29Q: 3 clusters Score -501136.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -501138.937500 Penalty: 2766.980957 Iteration 30Q: 3 clusters Score -501138.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -501140.906250 Penalty: 2766.980957 Iteration 31Q: 3 clusters Score -501140.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -501142.750000 Penalty: 2766.980957 Iteration 32Q: 3 clusters Score -501142.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -501144.718750 Penalty: 2766.980957 Iteration 33Q: 3 clusters Score -501144.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -501146.218750 Penalty: 2766.980957 Iteration 34Q: 3 clusters Score -501146.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -501146.250000 Penalty: 2766.980957 Iteration 35Q: 3 clusters Score -501146.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -501147.343750 Penalty: 2766.980957 Iteration 36Q: 3 clusters Score -501147.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -501146.906250 Penalty: 2766.980957 Iteration 37Q: 3 clusters Score -501146.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -501148.250000 Penalty: 2766.980957 Iteration 38Q: 3 clusters Score -501148.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -501149.750000 Penalty: 2766.980957 Iteration 39Q: 3 clusters Score -501149.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -501150.875000 Penalty: 2766.980957 Iteration 40F: 3 clusters Score -501150.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -501151.343750 Penalty: 2766.980957 Iteration 41Q: 3 clusters Score -501151.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -501152.250000 Penalty: 2766.980957 Iteration 42Q: 3 clusters Score -501152.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -501153.218750 Penalty: 2766.980957 Iteration 43Q: 3 clusters Score -501153.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -501156.187500 Penalty: 2766.980957 Iteration 44Q: 3 clusters Score -501156.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -501157.093750 Penalty: 2766.980957 Iteration 45Q: 3 clusters Score -501157.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -501159.156250 Penalty: 2766.980957 Iteration 46Q: 3 clusters Score -501159.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -501159.531250 Penalty: 2766.980957 Iteration 47Q: 3 clusters Score -501159.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -501161.312500 Penalty: 2766.980957 Iteration 48Q: 3 clusters Score -501161.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -501163.375000 Penalty: 2766.980957 Iteration 49Q: 3 clusters Score -501163.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -501164.750000 Penalty: 2766.980957 Iteration 50Q: 3 clusters Score -501164.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -501164.468750 Penalty: 2766.980957 Iteration 51Q: 3 clusters Score -501164.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -501164.656250 Penalty: 2766.980957 Iteration 52Q: 3 clusters Score -501164.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -501165.531250 Penalty: 2766.980957 Iteration 53Q: 3 clusters Score -501165.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -501166.343750 Penalty: 2766.980957 Iteration 54Q: 3 clusters Score -501166.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -501167.562500 Penalty: 2766.980957 Iteration 55Q: 3 clusters Score -501167.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -501168.500000 Penalty: 2766.980957 Iteration 56Q: 3 clusters Score -501168.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -501167.187500 Penalty: 2766.980957 Iteration 57Q: 3 clusters Score -501167.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -501167.187500 Penalty: 2766.980957 Iteration 58F: 3 clusters Score -501167.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Entering Unmasked Estep Score: -51665.625000 Penalty: 1023.579224 Iteration 0F: 2 clusters Score -51665.62 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 267 members Entering Unmasked Estep Score: -50580.500000 Penalty: 2047.158447 Iteration 0F: 3 clusters Score -50580.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -50770.222656 Penalty: 2047.158447 Iteration 1F: 3 clusters Score -50770.22 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -50839.644531 Penalty: 2047.158447 Iteration 2F: 3 clusters Score -50839.64 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -50896.105469 Penalty: 2047.158447 Iteration 3F: 3 clusters Score -50896.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -50949.378906 Penalty: 2047.158447 Iteration 4Q: 3 clusters Score -50949.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -50993.839844 Penalty: 2047.158447 Iteration 5Q: 3 clusters Score -50993.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -51021.179688 Penalty: 2047.158447 Iteration 6Q: 3 clusters Score -51021.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51036.222656 Penalty: 2047.158447 Iteration 7Q: 3 clusters Score -51036.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -51048.523438 Penalty: 2047.158447 Iteration 8Q: 3 clusters Score -51048.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -51061.613281 Penalty: 2047.158447 Iteration 9Q: 3 clusters Score -51061.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -51075.480469 Penalty: 2047.158447 Iteration 10Q: 3 clusters Score -51075.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -51120.574219 Penalty: 2047.158447 Iteration 11Q: 3 clusters Score -51120.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -51157.031250 Penalty: 2047.158447 Iteration 12Q: 3 clusters Score -51157.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -51173.726562 Penalty: 2047.158447 Iteration 13Q: 3 clusters Score -51173.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -51208.929688 Penalty: 2047.158447 Iteration 14Q: 3 clusters Score -51208.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -51238.351562 Penalty: 2047.158447 Iteration 15Q: 3 clusters Score -51238.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -51267.503906 Penalty: 2047.158447 Iteration 16Q: 3 clusters Score -51267.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -51277.585938 Penalty: 2047.158447 Iteration 17Q: 3 clusters Score -51277.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -51286.609375 Penalty: 2047.158447 Iteration 18Q: 3 clusters Score -51286.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -51296.273438 Penalty: 2047.158447 Iteration 19Q: 3 clusters Score -51296.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51300.933594 Penalty: 2047.158447 Iteration 20F: 3 clusters Score -51300.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -51308.562500 Penalty: 2047.158447 Iteration 21Q: 3 clusters Score -51308.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51329.628906 Penalty: 2047.158447 Iteration 22Q: 3 clusters Score -51329.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51359.398438 Penalty: 2047.158447 Iteration 23Q: 3 clusters Score -51359.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -51383.281250 Penalty: 2047.158447 Iteration 24Q: 3 clusters Score -51383.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -51394.648438 Penalty: 2047.158447 Iteration 25Q: 3 clusters Score -51394.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -51401.667969 Penalty: 2047.158447 Iteration 26Q: 3 clusters Score -51401.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -51413.066406 Penalty: 2047.158447 Iteration 27Q: 3 clusters Score -51413.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -51426.777344 Penalty: 2047.158447 Iteration 28Q: 3 clusters Score -51426.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51443.339844 Penalty: 2047.158447 Iteration 29Q: 3 clusters Score -51443.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -51462.824219 Penalty: 2047.158447 Iteration 30Q: 3 clusters Score -51462.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51486.050781 Penalty: 2047.158447 Iteration 31Q: 3 clusters Score -51486.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -51500.730469 Penalty: 2047.158447 Iteration 32Q: 3 clusters Score -51500.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51510.199219 Penalty: 2047.158447 Iteration 33Q: 3 clusters Score -51510.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51516.132812 Penalty: 2047.158447 Iteration 34Q: 3 clusters Score -51516.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51520.218750 Penalty: 2047.158447 Iteration 35Q: 3 clusters Score -51520.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -51552.902344 Penalty: 2047.158447 Iteration 36F: 3 clusters Score -51552.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -51614.312500 Penalty: 2047.158447 Iteration 37Q: 3 clusters Score -51614.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51678.609375 Penalty: 2047.158447 Iteration 38Q: 3 clusters Score -51678.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -51738.183594 Penalty: 2047.158447 Iteration 39Q: 3 clusters Score -51738.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -51821.402344 Penalty: 2047.158447 Iteration 40F: 3 clusters Score -51821.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -51864.945312 Penalty: 2047.158447 Iteration 41Q: 3 clusters Score -51864.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -51876.570312 Penalty: 2047.158447 Iteration 42Q: 3 clusters Score -51876.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51878.988281 Penalty: 2047.158447 Iteration 43Q: 3 clusters Score -51878.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -51878.988281 Penalty: 2047.158447 Iteration 44F: 3 clusters Score -51878.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 11063 members Mstep: Class 3 contains 1235 members Mstep: Class 4 contains 829 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 130 members Mstep: Class 10 contains 11546 members Mstep: Class 12 contains 4983 members Mstep: Class 14 contains 370 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 2434 members Mstep: Class 18 contains 2460 members Mstep: Class 19 contains 657 members Entering Unmasked Estep Score: -4140599.250000 Penalty: 25928.060547 Splitting cluster 14 changes total score from -4141090.750000 to -4140599.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Entering Unmasked Estep Score: -123437.960938 Penalty: 1153.620239 Iteration 0F: 2 clusters Score -123438 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 607 members Entering Unmasked Estep Score: -121859.765625 Penalty: 2307.240479 Iteration 0F: 3 clusters Score -121859.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -122176.007812 Penalty: 2307.240479 Iteration 1F: 3 clusters Score -122176 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -122260.382812 Penalty: 2307.240479 Iteration 2F: 3 clusters Score -122260.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -122289.375000 Penalty: 2307.240479 Iteration 3Q: 3 clusters Score -122289.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -122305.445312 Penalty: 2307.240479 Iteration 4Q: 3 clusters Score -122305.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -122318.320312 Penalty: 2307.240479 Iteration 5Q: 3 clusters Score -122318.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -122322.781250 Penalty: 2307.240479 Iteration 6Q: 3 clusters Score -122322.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -122325.406250 Penalty: 2307.240479 Iteration 7Q: 3 clusters Score -122325.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -122328.421875 Penalty: 2307.240479 Iteration 8Q: 3 clusters Score -122328.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -122329.343750 Penalty: 2307.240479 Iteration 9Q: 3 clusters Score -122329.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -122329.343750 Penalty: 2307.240479 Iteration 10F: 3 clusters Score -122329.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Entering Unmasked Estep Score: -387321.468750 Penalty: 1337.641846 Iteration 0F: 2 clusters Score -387321.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -384164.843750 Penalty: 2675.283691 Iteration 0F: 3 clusters Score -384164.8 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -385147.156250 Penalty: 2675.283691 Iteration 1F: 3 clusters Score -385147.2 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -385450.875000 Penalty: 2675.283691 Iteration 2F: 3 clusters Score -385450.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -385728.687500 Penalty: 2675.283691 Iteration 3F: 3 clusters Score -385728.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -386009.593750 Penalty: 2675.283691 Iteration 4F: 3 clusters Score -386009.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -386271.968750 Penalty: 2675.283691 Iteration 5F: 3 clusters Score -386272 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -386463.781250 Penalty: 2675.283691 Iteration 6F: 3 clusters Score -386463.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -386563.562500 Penalty: 2675.283691 Iteration 7Q: 3 clusters Score -386563.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -386626.718750 Penalty: 2675.283691 Iteration 8Q: 3 clusters Score -386626.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -386672.468750 Penalty: 2675.283691 Iteration 9Q: 3 clusters Score -386672.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -386697.437500 Penalty: 2675.283691 Iteration 10Q: 3 clusters Score -386697.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -386716.875000 Penalty: 2675.283691 Iteration 11Q: 3 clusters Score -386716.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -386728.125000 Penalty: 2675.283691 Iteration 12Q: 3 clusters Score -386728.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -386738.468750 Penalty: 2675.283691 Iteration 13Q: 3 clusters Score -386738.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -386745.250000 Penalty: 2675.283691 Iteration 14Q: 3 clusters Score -386745.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -386749.843750 Penalty: 2675.283691 Iteration 15Q: 3 clusters Score -386749.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -386753.625000 Penalty: 2675.283691 Iteration 16Q: 3 clusters Score -386753.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -386755.875000 Penalty: 2675.283691 Iteration 17Q: 3 clusters Score -386755.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -386757.031250 Penalty: 2675.283691 Iteration 18Q: 3 clusters Score -386757 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -386758.718750 Penalty: 2675.283691 Iteration 19Q: 3 clusters Score -386758.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -386759.625000 Penalty: 2675.283691 Iteration 20F: 3 clusters Score -386759.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -386760.937500 Penalty: 2675.283691 Iteration 21Q: 3 clusters Score -386760.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -386760.843750 Penalty: 2675.283691 Iteration 22Q: 3 clusters Score -386760.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -386760.843750 Penalty: 2675.283691 Iteration 23F: 3 clusters Score -386760.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -239715.140625 Penalty: 1267.059814 Iteration 0F: 2 clusters Score -239715.1 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 1167 members Entering Unmasked Estep Score: -237287.312500 Penalty: 2534.119629 Iteration 0F: 3 clusters Score -237287.3 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -237862.796875 Penalty: 2534.119629 Iteration 1F: 3 clusters Score -237862.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -238002.046875 Penalty: 2534.119629 Iteration 2F: 3 clusters Score -238002 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -238096.984375 Penalty: 2534.119629 Iteration 3Q: 3 clusters Score -238097 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -238206.765625 Penalty: 2534.119629 Iteration 4Q: 3 clusters Score -238206.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -238332.187500 Penalty: 2534.119629 Iteration 5Q: 3 clusters Score -238332.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -238414.906250 Penalty: 2534.119629 Iteration 6Q: 3 clusters Score -238414.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -238491.062500 Penalty: 2534.119629 Iteration 7Q: 3 clusters Score -238491.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -238553.796875 Penalty: 2534.119629 Iteration 8Q: 3 clusters Score -238553.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -238600.437500 Penalty: 2534.119629 Iteration 9Q: 3 clusters Score -238600.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -238635.968750 Penalty: 2534.119629 Iteration 10Q: 3 clusters Score -238636 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -238666.015625 Penalty: 2534.119629 Iteration 11Q: 3 clusters Score -238666 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -238693.625000 Penalty: 2534.119629 Iteration 12Q: 3 clusters Score -238693.6 nChanged 43 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: -238719.203125 Penalty: 2534.119629 Iteration 13Q: 3 clusters Score -238719.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -238735.937500 Penalty: 2534.119629 Iteration 14Q: 3 clusters Score -238735.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -238750.203125 Penalty: 2534.119629 Iteration 15Q: 3 clusters Score -238750.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -238760.468750 Penalty: 2534.119629 Iteration 16Q: 3 clusters Score -238760.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -238768.515625 Penalty: 2534.119629 Iteration 17Q: 3 clusters Score -238768.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -238776.421875 Penalty: 2534.119629 Iteration 18Q: 3 clusters Score -238776.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -238784.906250 Penalty: 2534.119629 Iteration 19Q: 3 clusters Score -238784.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -238791.421875 Penalty: 2534.119629 Iteration 20F: 3 clusters Score -238791.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -238794.437500 Penalty: 2534.119629 Iteration 21Q: 3 clusters Score -238794.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -238796.546875 Penalty: 2534.119629 Iteration 22Q: 3 clusters Score -238796.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -238802.171875 Penalty: 2534.119629 Iteration 23Q: 3 clusters Score -238802.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -238807.921875 Penalty: 2534.119629 Iteration 24Q: 3 clusters Score -238807.9 nChanged 14 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: -238813.593750 Penalty: 2534.119629 Iteration 25Q: 3 clusters Score -238813.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -238819.734375 Penalty: 2534.119629 Iteration 26Q: 3 clusters Score -238819.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -238823.875000 Penalty: 2534.119629 Iteration 27Q: 3 clusters Score -238823.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -238825.718750 Penalty: 2534.119629 Iteration 28Q: 3 clusters Score -238825.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -238828.171875 Penalty: 2534.119629 Iteration 29Q: 3 clusters Score -238828.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -238830.421875 Penalty: 2534.119629 Iteration 30Q: 3 clusters Score -238830.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -238830.953125 Penalty: 2534.119629 Iteration 31Q: 3 clusters Score -238831 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -238834.156250 Penalty: 2534.119629 Iteration 32Q: 3 clusters Score -238834.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -238837.109375 Penalty: 2534.119629 Iteration 33Q: 3 clusters Score -238837.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -238839.265625 Penalty: 2534.119629 Iteration 34Q: 3 clusters Score -238839.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -238841.671875 Penalty: 2534.119629 Iteration 35Q: 3 clusters Score -238841.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -238841.687500 Penalty: 2534.119629 Iteration 36Q: 3 clusters Score -238841.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -238841.687500 Penalty: 2534.119629 Iteration 37F: 3 clusters Score -238841.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Entering Unmasked Estep Score: -254537.250000 Penalty: 1268.786499 Iteration 0F: 2 clusters Score -254537.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -252197.171875 Penalty: 2537.572998 Iteration 0F: 3 clusters Score -252197.2 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -252906.000000 Penalty: 2537.572998 Iteration 1F: 3 clusters Score -252906 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -253171.578125 Penalty: 2537.572998 Iteration 2F: 3 clusters Score -253171.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -253386.359375 Penalty: 2537.572998 Iteration 3F: 3 clusters Score -253386.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -253532.453125 Penalty: 2537.572998 Iteration 4F: 3 clusters Score -253532.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -253662.765625 Penalty: 2537.572998 Iteration 5F: 3 clusters Score -253662.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -253763.781250 Penalty: 2537.572998 Iteration 6F: 3 clusters Score -253763.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -253823.593750 Penalty: 2537.572998 Iteration 7Q: 3 clusters Score -253823.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -253847.171875 Penalty: 2537.572998 Iteration 8Q: 3 clusters Score -253847.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -253862.562500 Penalty: 2537.572998 Iteration 9Q: 3 clusters Score -253862.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -253872.078125 Penalty: 2537.572998 Iteration 10Q: 3 clusters Score -253872.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -253880.296875 Penalty: 2537.572998 Iteration 11Q: 3 clusters Score -253880.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -253885.484375 Penalty: 2537.572998 Iteration 12Q: 3 clusters Score -253885.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -253889.046875 Penalty: 2537.572998 Iteration 13Q: 3 clusters Score -253889 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -253892.984375 Penalty: 2537.572998 Iteration 14Q: 3 clusters Score -253893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -253894.234375 Penalty: 2537.572998 Iteration 15Q: 3 clusters Score -253894.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -253894.281250 Penalty: 2537.572998 Iteration 16Q: 3 clusters Score -253894.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -253895.593750 Penalty: 2537.572998 Iteration 17Q: 3 clusters Score -253895.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -253896.062500 Penalty: 2537.572998 Iteration 18Q: 3 clusters Score -253896.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -253896.671875 Penalty: 2537.572998 Iteration 19Q: 3 clusters Score -253896.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -253896.671875 Penalty: 2537.572998 Iteration 20F: 3 clusters Score -253896.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -64041.050781 Penalty: 1054.248657 Iteration 0F: 2 clusters Score -64041.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -62834.941406 Penalty: 2108.497314 Iteration 0F: 3 clusters Score -62834.94 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -63064.281250 Penalty: 2108.497314 Iteration 1F: 3 clusters Score -63064.28 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -63146.339844 Penalty: 2108.497314 Iteration 2F: 3 clusters Score -63146.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -63185.195312 Penalty: 2108.497314 Iteration 3Q: 3 clusters Score -63185.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -63207.722656 Penalty: 2108.497314 Iteration 4Q: 3 clusters Score -63207.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -63230.347656 Penalty: 2108.497314 Iteration 5Q: 3 clusters Score -63230.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -63243.402344 Penalty: 2108.497314 Iteration 6Q: 3 clusters Score -63243.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -63257.769531 Penalty: 2108.497314 Iteration 7Q: 3 clusters Score -63257.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -63283.914062 Penalty: 2108.497314 Iteration 8Q: 3 clusters Score -63283.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -63320.179688 Penalty: 2108.497314 Iteration 9Q: 3 clusters Score -63320.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -63365.199219 Penalty: 2108.497314 Iteration 10Q: 3 clusters Score -63365.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -63386.128906 Penalty: 2108.497314 Iteration 11Q: 3 clusters Score -63386.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -63399.511719 Penalty: 2108.497314 Iteration 12Q: 3 clusters Score -63399.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -63414.113281 Penalty: 2108.497314 Iteration 13Q: 3 clusters Score -63414.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -63420.910156 Penalty: 2108.497314 Iteration 14Q: 3 clusters Score -63420.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -63421.589844 Penalty: 2108.497314 Iteration 15Q: 3 clusters Score -63421.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -63421.589844 Penalty: 2108.497314 Iteration 16F: 3 clusters Score -63421.59 nChanged 0 --- Evaluating fit on full set of 124963 points --- Entering Unmasked Estep Score: -12457594.000000 Penalty: 26698.882812 20->15 Clusters: Score -12457594.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 41654 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2043 members Mstep: Class 3 contains 2134 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 2022 members Mstep: Class 6 contains 2093 members Mstep: Class 7 contains 2161 members Mstep: Class 8 contains 2026 members Mstep: Class 9 contains 2120 members Mstep: Class 10 contains 2090 members Mstep: Class 11 contains 2025 members Mstep: Class 12 contains 2113 members Mstep: Class 13 contains 2028 members Mstep: Class 14 contains 2066 members Mstep: Class 15 contains 2118 members Mstep: Class 16 contains 2124 members Mstep: Class 17 contains 2007 members Mstep: Class 18 contains 2104 members Mstep: Class 19 contains 2118 members Mstep: Class 20 contains 2127 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 171.757416 but Gain 1728.539062 Score: -3807134.750000 Penalty: 32842.207031 Iteration 0F: 20 clusters Score -3807135 nChanged 38652 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2289 members Mstep: Class 3 contains 1924 members Mstep: Class 4 contains 532 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 1120 members Mstep: Class 7 contains 3451 members Mstep: Class 8 contains 4564 members Mstep: Class 9 contains 2507 members Mstep: Class 10 contains 4507 members Mstep: Class 11 contains 1494 members Mstep: Class 12 contains 1795 members Mstep: Class 13 contains 3244 members Mstep: Class 14 contains 4438 members Mstep: Class 16 contains 2794 members Mstep: Class 17 contains 869 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 1296 members Mstep: Class 20 contains 1556 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 700.044312 but Gain 1728.535156 Score: -3968475.250000 Penalty: 31113.671875 Iteration 1F: 19 clusters Score -3968475 nChanged 17239 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1365 members Mstep: Class 3 contains 1033 members Mstep: Class 5 contains 1305 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 2924 members Mstep: Class 8 contains 7763 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 6675 members Mstep: Class 11 contains 1137 members Mstep: Class 12 contains 1803 members Mstep: Class 13 contains 2998 members Mstep: Class 14 contains 4709 members Mstep: Class 16 contains 2403 members Mstep: Class 17 contains 775 members Mstep: Class 18 contains 1047 members Mstep: Class 19 contains 1839 members Mstep: Class 20 contains 943 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 599.091797 but Gain 1728.537109 Score: -4032073.750000 Penalty: 29385.134766 Iteration 2F: 18 clusters Score -4032074 nChanged 12881 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 990 members Mstep: Class 3 contains 630 members Mstep: Class 5 contains 1783 members Mstep: Class 6 contains 1191 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 11633 members Mstep: Class 9 contains 627 members Mstep: Class 10 contains 8326 members Mstep: Class 12 contains 1952 members Mstep: Class 13 contains 1806 members Mstep: Class 14 contains 3837 members Mstep: Class 16 contains 1406 members Mstep: Class 17 contains 643 members Mstep: Class 18 contains 801 members Mstep: Class 19 contains 2532 members Mstep: Class 20 contains 665 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1055.494751 but Gain 1728.537109 Score: -4068736.000000 Penalty: 27656.597656 Iteration 3F: 17 clusters Score -4068736 nChanged 8288 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1033 members Mstep: Class 3 contains 600 members Mstep: Class 5 contains 1691 members Mstep: Class 6 contains 1248 members Mstep: Class 7 contains 1938 members Mstep: Class 8 contains 12697 members Mstep: Class 9 contains 557 members Mstep: Class 10 contains 11213 members Mstep: Class 12 contains 1895 members Mstep: Class 13 contains 1132 members Mstep: Class 14 contains 2868 members Mstep: Class 16 contains 784 members Mstep: Class 17 contains 568 members Mstep: Class 19 contains 2592 members Mstep: Class 20 contains 536 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1464.048462 but Gain 1728.537109 Score: -4087697.250000 Penalty: 25928.060547 Iteration 4F: 16 clusters Score -4087697 nChanged 5417 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 592 members Mstep: Class 5 contains 1164 members Mstep: Class 6 contains 1299 members Mstep: Class 7 contains 1941 members Mstep: Class 8 contains 12544 members Mstep: Class 9 contains 597 members Mstep: Class 10 contains 13663 members Mstep: Class 12 contains 1666 members Mstep: Class 13 contains 919 members Mstep: Class 14 contains 2620 members Mstep: Class 17 contains 445 members Mstep: Class 19 contains 2148 members Mstep: Class 20 contains 490 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1110.622192 but Gain 1728.539062 Score: -4100845.750000 Penalty: 24199.521484 Iteration 5F: 15 clusters Score -4100846 nChanged 4396 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1394 members Mstep: Class 3 contains 607 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1822 members Mstep: Class 8 contains 11990 members Mstep: Class 9 contains 683 members Mstep: Class 10 contains 16169 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 787 members Mstep: Class 14 contains 2775 members Mstep: Class 17 contains 386 members Mstep: Class 19 contains 1845 members Mstep: Class 20 contains 397 members Entering Unmasked Estep ConsiderDeletion Score: -4111712.750000 Penalty: 24199.521484 Iteration 6F: 15 clusters Score -4111713 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1284 members Mstep: Class 3 contains 612 members Mstep: Class 6 contains 1284 members Mstep: Class 7 contains 1842 members Mstep: Class 8 contains 11519 members Mstep: Class 9 contains 738 members Mstep: Class 10 contains 17393 members Mstep: Class 12 contains 994 members Mstep: Class 13 contains 706 members Mstep: Class 14 contains 2940 members Mstep: Class 17 contains 366 members Mstep: Class 19 contains 1390 members Mstep: Class 20 contains 376 members Entering Unmasked Estep ConsiderDeletion Score: -4118698.250000 Penalty: 24199.521484 Iteration 7F: 15 clusters Score -4118698 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 1151 members Mstep: Class 3 contains 605 members Mstep: Class 6 contains 1235 members Mstep: Class 7 contains 1934 members Mstep: Class 8 contains 11310 members Mstep: Class 9 contains 797 members Mstep: Class 10 contains 17973 members Mstep: Class 12 contains 755 members Mstep: Class 13 contains 665 members Mstep: Class 14 contains 3088 members Mstep: Class 17 contains 401 members Mstep: Class 19 contains 1146 members Mstep: Class 20 contains 372 members Entering Unmasked Estep ConsiderDeletion Score: -4121325.000000 Penalty: 24199.521484 Iteration 8Q: 15 clusters Score -4121325 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1046 members Mstep: Class 3 contains 595 members Mstep: Class 6 contains 1200 members Mstep: Class 7 contains 1991 members Mstep: Class 8 contains 11235 members Mstep: Class 9 contains 864 members Mstep: Class 10 contains 18251 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 651 members Mstep: Class 14 contains 3184 members Mstep: Class 17 contains 434 members Mstep: Class 19 contains 1014 members Mstep: Class 20 contains 366 members Entering Unmasked Estep ConsiderDeletion Score: -4122817.500000 Penalty: 24199.521484 Iteration 9Q: 15 clusters Score -4122818 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 997 members Mstep: Class 3 contains 583 members Mstep: Class 6 contains 1205 members Mstep: Class 7 contains 2019 members Mstep: Class 8 contains 11196 members Mstep: Class 9 contains 904 members Mstep: Class 10 contains 18388 members Mstep: Class 12 contains 485 members Mstep: Class 13 contains 644 members Mstep: Class 14 contains 3245 members Mstep: Class 17 contains 451 members Mstep: Class 19 contains 947 members Mstep: Class 20 contains 356 members Entering Unmasked Estep ConsiderDeletion Score: -4123395.500000 Penalty: 24199.521484 Iteration 10Q: 15 clusters Score -4123396 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 964 members Mstep: Class 3 contains 571 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2037 members Mstep: Class 8 contains 11169 members Mstep: Class 9 contains 941 members Mstep: Class 10 contains 18453 members Mstep: Class 12 contains 398 members Mstep: Class 13 contains 638 members Mstep: Class 14 contains 3292 members Mstep: Class 17 contains 469 members Mstep: Class 19 contains 927 members Mstep: Class 20 contains 355 members Entering Unmasked Estep ConsiderDeletion Score: -4123978.500000 Penalty: 24199.521484 Iteration 11Q: 15 clusters Score -4123978 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 943 members Mstep: Class 3 contains 564 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2051 members Mstep: Class 8 contains 11163 members Mstep: Class 9 contains 966 members Mstep: Class 10 contains 18488 members Mstep: Class 12 contains 342 members Mstep: Class 13 contains 627 members Mstep: Class 14 contains 3318 members Mstep: Class 17 contains 479 members Mstep: Class 19 contains 921 members Mstep: Class 20 contains 352 members Entering Unmasked Estep ConsiderDeletion Score: -4124458.000000 Penalty: 24199.521484 Iteration 12Q: 15 clusters Score -4124458 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 926 members Mstep: Class 3 contains 559 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2058 members Mstep: Class 8 contains 11161 members Mstep: Class 9 contains 978 members Mstep: Class 10 contains 18513 members Mstep: Class 12 contains 337 members Mstep: Class 13 contains 609 members Mstep: Class 14 contains 3324 members Mstep: Class 17 contains 482 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -4124712.750000 Penalty: 24199.521484 Iteration 13Q: 15 clusters Score -4124713 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 913 members Mstep: Class 3 contains 555 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2063 members Mstep: Class 8 contains 11158 members Mstep: Class 9 contains 983 members Mstep: Class 10 contains 18537 members Mstep: Class 12 contains 355 members Mstep: Class 13 contains 588 members Mstep: Class 14 contains 3311 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 921 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4124888.500000 Penalty: 24199.521484 Iteration 14Q: 15 clusters Score -4124888 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 907 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2065 members Mstep: Class 8 contains 11159 members Mstep: Class 9 contains 989 members Mstep: Class 10 contains 18549 members Mstep: Class 12 contains 365 members Mstep: Class 13 contains 574 members Mstep: Class 14 contains 3305 members Mstep: Class 17 contains 483 members Mstep: Class 19 contains 918 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125003.500000 Penalty: 24199.521484 Iteration 15Q: 15 clusters Score -4125004 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 905 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2069 members Mstep: Class 8 contains 11156 members Mstep: Class 9 contains 988 members Mstep: Class 10 contains 18560 members Mstep: Class 12 contains 369 members Mstep: Class 13 contains 564 members Mstep: Class 14 contains 3305 members Mstep: Class 17 contains 482 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125053.250000 Penalty: 24199.521484 Iteration 16Q: 15 clusters Score -4125053 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 900 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 990 members Mstep: Class 10 contains 18573 members Mstep: Class 12 contains 367 members Mstep: Class 13 contains 559 members Mstep: Class 14 contains 3307 members Mstep: Class 17 contains 482 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125103.250000 Penalty: 24199.521484 Iteration 17Q: 15 clusters Score -4125103 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11164 members Mstep: Class 9 contains 992 members Mstep: Class 10 contains 18580 members Mstep: Class 12 contains 371 members Mstep: Class 13 contains 551 members Mstep: Class 14 contains 3303 members Mstep: Class 17 contains 482 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125149.250000 Penalty: 24199.521484 Iteration 18Q: 15 clusters Score -4125149 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 892 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11166 members Mstep: Class 9 contains 993 members Mstep: Class 10 contains 18584 members Mstep: Class 12 contains 377 members Mstep: Class 13 contains 543 members Mstep: Class 14 contains 3298 members Mstep: Class 17 contains 481 members Mstep: Class 19 contains 909 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125197.500000 Penalty: 24199.521484 Iteration 19Q: 15 clusters Score -4125198 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 887 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11168 members Mstep: Class 9 contains 994 members Mstep: Class 10 contains 18589 members Mstep: Class 12 contains 387 members Mstep: Class 13 contains 531 members Mstep: Class 14 contains 3294 members Mstep: Class 17 contains 481 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125438.750000 Penalty: 24199.521484 Iteration 20F: 15 clusters Score -4125439 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11140 members Mstep: Class 9 contains 993 members Mstep: Class 10 contains 18589 members Mstep: Class 12 contains 397 members Mstep: Class 13 contains 514 members Mstep: Class 14 contains 3290 members Mstep: Class 17 contains 478 members Mstep: Class 19 contains 952 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125727.750000 Penalty: 24199.521484 Iteration 21Q: 15 clusters Score -4125728 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1208 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11123 members Mstep: Class 9 contains 994 members Mstep: Class 10 contains 18585 members Mstep: Class 12 contains 406 members Mstep: Class 13 contains 503 members Mstep: Class 14 contains 3291 members Mstep: Class 17 contains 478 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125875.500000 Penalty: 24199.521484 Iteration 22Q: 15 clusters Score -4125876 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 885 members Mstep: Class 3 contains 553 members Mstep: Class 6 contains 1208 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11111 members Mstep: Class 9 contains 994 members Mstep: Class 10 contains 18585 members Mstep: Class 12 contains 410 members Mstep: Class 13 contains 493 members Mstep: Class 14 contains 3290 members Mstep: Class 17 contains 482 members Mstep: Class 19 contains 989 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4125969.250000 Penalty: 24199.521484 Iteration 23Q: 15 clusters Score -4125969 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 884 members Mstep: Class 3 contains 551 members Mstep: Class 6 contains 1208 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11107 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 18583 members Mstep: Class 12 contains 414 members Mstep: Class 13 contains 486 members Mstep: Class 14 contains 3289 members Mstep: Class 17 contains 487 members Mstep: Class 19 contains 996 members Mstep: Class 20 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -4126027.750000 Penalty: 24199.521484 Iteration 24Q: 15 clusters Score -4126028 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 550 members Mstep: Class 6 contains 1208 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11100 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18588 members Mstep: Class 12 contains 419 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3290 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 994 members Mstep: Class 20 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -4126070.250000 Penalty: 24199.521484 Iteration 25Q: 15 clusters Score -4126070 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 549 members Mstep: Class 6 contains 1208 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11091 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18589 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3292 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 993 members Mstep: Class 20 contains 346 members Entering Unmasked Estep ConsiderDeletion Score: -4126101.500000 Penalty: 24199.521484 Iteration 26Q: 15 clusters Score -4126102 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 546 members Mstep: Class 6 contains 1207 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11084 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18591 members Mstep: Class 12 contains 431 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3295 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 991 members Mstep: Class 20 contains 344 members Entering Unmasked Estep ConsiderDeletion Score: -4126149.750000 Penalty: 24199.521484 Iteration 27Q: 15 clusters Score -4126150 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11080 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18594 members Mstep: Class 12 contains 433 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3297 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 991 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126160.500000 Penalty: 24199.521484 Iteration 28Q: 15 clusters Score -4126160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11075 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18594 members Mstep: Class 12 contains 436 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3299 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 991 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126176.000000 Penalty: 24199.521484 Iteration 29Q: 15 clusters Score -4126176 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11072 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18589 members Mstep: Class 12 contains 438 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3303 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 993 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126176.250000 Penalty: 24199.521484 Iteration 30Q: 15 clusters Score -4126176 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 882 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11069 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18591 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3303 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 989 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126193.750000 Penalty: 24199.521484 Iteration 31Q: 15 clusters Score -4126194 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 881 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11064 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18590 members Mstep: Class 12 contains 452 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3304 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 987 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126198.750000 Penalty: 24199.521484 Iteration 32Q: 15 clusters Score -4126199 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 882 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11055 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18589 members Mstep: Class 12 contains 459 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3311 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 983 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126228.000000 Penalty: 24199.521484 Iteration 33Q: 15 clusters Score -4126228 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 881 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2069 members Mstep: Class 8 contains 11044 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18592 members Mstep: Class 12 contains 464 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3323 members Mstep: Class 17 contains 485 members Mstep: Class 19 contains 976 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126249.250000 Penalty: 24199.521484 Iteration 34Q: 15 clusters Score -4126249 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 879 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2069 members Mstep: Class 8 contains 11033 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18592 members Mstep: Class 12 contains 471 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3334 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126290.000000 Penalty: 24199.521484 Iteration 35Q: 15 clusters Score -4126290 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11022 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18591 members Mstep: Class 12 contains 477 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3344 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 970 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126313.750000 Penalty: 24199.521484 Iteration 36Q: 15 clusters Score -4126314 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 875 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2071 members Mstep: Class 8 contains 11018 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18590 members Mstep: Class 12 contains 481 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3347 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126322.500000 Penalty: 24199.521484 Iteration 37Q: 15 clusters Score -4126322 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11017 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18586 members Mstep: Class 12 contains 483 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3351 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126326.750000 Penalty: 24199.521484 Iteration 38Q: 15 clusters Score -4126327 nChanged 6 Entering ConstructFrom: Score: -4126326.750000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 1 (237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Entering Unmasked Estep Score: -21467.203125 Penalty: 888.559753 Iteration 0F: 2 clusters Score -21467.2 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 122 members Entering Unmasked Estep Score: -20665.183594 Penalty: 1777.119507 Iteration 0F: 3 clusters Score -20665.18 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -20775.375000 Penalty: 1777.119507 Iteration 1F: 3 clusters Score -20775.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -20820.226562 Penalty: 1777.119507 Iteration 2F: 3 clusters Score -20820.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -20837.296875 Penalty: 1777.119507 Iteration 3Q: 3 clusters Score -20837.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -20846.177734 Penalty: 1777.119507 Iteration 4Q: 3 clusters Score -20846.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -20846.177734 Penalty: 1777.119507 Iteration 5F: 3 clusters Score -20846.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Entering Unmasked Estep Score: -88118.210938 Penalty: 1100.811401 Iteration 0F: 2 clusters Score -88118.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -86746.335938 Penalty: 2201.622803 Iteration 0F: 3 clusters Score -86746.34 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -86969.046875 Penalty: 2201.622803 Iteration 1F: 3 clusters Score -86969.05 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -87034.546875 Penalty: 2201.622803 Iteration 2F: 3 clusters Score -87034.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -87062.195312 Penalty: 2201.622803 Iteration 3Q: 3 clusters Score -87062.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -87081.562500 Penalty: 2201.622803 Iteration 4Q: 3 clusters Score -87081.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -87098.843750 Penalty: 2201.622803 Iteration 5Q: 3 clusters Score -87098.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -87114.632812 Penalty: 2201.622803 Iteration 6Q: 3 clusters Score -87114.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87121.359375 Penalty: 2201.622803 Iteration 7Q: 3 clusters Score -87121.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -87129.593750 Penalty: 2201.622803 Iteration 8Q: 3 clusters Score -87129.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87133.679688 Penalty: 2201.622803 Iteration 9Q: 3 clusters Score -87133.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87135.039062 Penalty: 2201.622803 Iteration 10Q: 3 clusters Score -87135.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87135.039062 Penalty: 2201.622803 Iteration 11F: 3 clusters Score -87135.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Entering Unmasked Estep Score: -53576.195312 Penalty: 1023.579224 Iteration 0F: 2 clusters Score -53576.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -52490.335938 Penalty: 2047.158447 Iteration 0F: 3 clusters Score -52490.34 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -52639.738281 Penalty: 2047.158447 Iteration 1F: 3 clusters Score -52639.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -52688.800781 Penalty: 2047.158447 Iteration 2F: 3 clusters Score -52688.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -52709.230469 Penalty: 2047.158447 Iteration 3Q: 3 clusters Score -52709.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -52721.671875 Penalty: 2047.158447 Iteration 4Q: 3 clusters Score -52721.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -52737.945312 Penalty: 2047.158447 Iteration 5Q: 3 clusters Score -52737.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -52744.695312 Penalty: 2047.158447 Iteration 6Q: 3 clusters Score -52744.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -52749.464844 Penalty: 2047.158447 Iteration 7Q: 3 clusters Score -52749.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -52750.136719 Penalty: 2047.158447 Iteration 8Q: 3 clusters Score -52750.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -52751.968750 Penalty: 2047.158447 Iteration 9Q: 3 clusters Score -52751.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -52752.335938 Penalty: 2047.158447 Iteration 10Q: 3 clusters Score -52752.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -52758.191406 Penalty: 2047.158447 Iteration 11Q: 3 clusters Score -52758.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -52760.660156 Penalty: 2047.158447 Iteration 12Q: 3 clusters Score -52760.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -52760.660156 Penalty: 2047.158447 Iteration 13F: 3 clusters Score -52760.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Entering Unmasked Estep Score: -122875.351562 Penalty: 1152.947876 Iteration 0F: 2 clusters Score -122875.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -121310.609375 Penalty: 2305.895752 Iteration 0F: 3 clusters Score -121310.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -121596.023438 Penalty: 2305.895752 Iteration 1F: 3 clusters Score -121596 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -121665.210938 Penalty: 2305.895752 Iteration 2F: 3 clusters Score -121665.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -121710.023438 Penalty: 2305.895752 Iteration 3Q: 3 clusters Score -121710 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -121740.750000 Penalty: 2305.895752 Iteration 4Q: 3 clusters Score -121740.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -121762.507812 Penalty: 2305.895752 Iteration 5Q: 3 clusters Score -121762.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -121781.765625 Penalty: 2305.895752 Iteration 6Q: 3 clusters Score -121781.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -121801.656250 Penalty: 2305.895752 Iteration 7Q: 3 clusters Score -121801.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -121815.835938 Penalty: 2305.895752 Iteration 8Q: 3 clusters Score -121815.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -121820.796875 Penalty: 2305.895752 Iteration 9Q: 3 clusters Score -121820.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -121827.726562 Penalty: 2305.895752 Iteration 10Q: 3 clusters Score -121827.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -121833.750000 Penalty: 2305.895752 Iteration 11Q: 3 clusters Score -121833.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -121839.726562 Penalty: 2305.895752 Iteration 12Q: 3 clusters Score -121839.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -121848.593750 Penalty: 2305.895752 Iteration 13Q: 3 clusters Score -121848.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -121858.390625 Penalty: 2305.895752 Iteration 14Q: 3 clusters Score -121858.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -121868.359375 Penalty: 2305.895752 Iteration 15Q: 3 clusters Score -121868.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -121877.796875 Penalty: 2305.895752 Iteration 16Q: 3 clusters Score -121877.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -121882.789062 Penalty: 2305.895752 Iteration 17Q: 3 clusters Score -121882.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -121885.812500 Penalty: 2305.895752 Iteration 18Q: 3 clusters Score -121885.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -121889.171875 Penalty: 2305.895752 Iteration 19Q: 3 clusters Score -121889.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -121892.406250 Penalty: 2305.895752 Iteration 20F: 3 clusters Score -121892.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -121894.093750 Penalty: 2305.895752 Iteration 21Q: 3 clusters Score -121894.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -121895.101562 Penalty: 2305.895752 Iteration 22Q: 3 clusters Score -121895.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -121895.875000 Penalty: 2305.895752 Iteration 23Q: 3 clusters Score -121895.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -121898.562500 Penalty: 2305.895752 Iteration 24Q: 3 clusters Score -121898.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -121900.429688 Penalty: 2305.895752 Iteration 25Q: 3 clusters Score -121900.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -121900.562500 Penalty: 2305.895752 Iteration 26Q: 3 clusters Score -121900.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -121901.210938 Penalty: 2305.895752 Iteration 27Q: 3 clusters Score -121901.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -121901.210938 Penalty: 2305.895752 Iteration 28F: 3 clusters Score -121901.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -216552.125000 Penalty: 1240.736938 Iteration 0F: 2 clusters Score -216552.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -214460.765625 Penalty: 2481.473877 Iteration 0F: 3 clusters Score -214460.8 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -214901.468750 Penalty: 2481.473877 Iteration 1F: 3 clusters Score -214901.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -215013.859375 Penalty: 2481.473877 Iteration 2F: 3 clusters Score -215013.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -215096.625000 Penalty: 2481.473877 Iteration 3Q: 3 clusters Score -215096.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -215156.718750 Penalty: 2481.473877 Iteration 4Q: 3 clusters Score -215156.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -215192.500000 Penalty: 2481.473877 Iteration 5Q: 3 clusters Score -215192.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -215222.437500 Penalty: 2481.473877 Iteration 6Q: 3 clusters Score -215222.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -215256.546875 Penalty: 2481.473877 Iteration 7Q: 3 clusters Score -215256.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -215284.250000 Penalty: 2481.473877 Iteration 8Q: 3 clusters Score -215284.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -215319.812500 Penalty: 2481.473877 Iteration 9Q: 3 clusters Score -215319.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -215355.921875 Penalty: 2481.473877 Iteration 10Q: 3 clusters Score -215355.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -215387.187500 Penalty: 2481.473877 Iteration 11Q: 3 clusters Score -215387.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -215416.921875 Penalty: 2481.473877 Iteration 12Q: 3 clusters Score -215416.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -215446.187500 Penalty: 2481.473877 Iteration 13Q: 3 clusters Score -215446.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -215476.109375 Penalty: 2481.473877 Iteration 14Q: 3 clusters Score -215476.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -215518.109375 Penalty: 2481.473877 Iteration 15Q: 3 clusters Score -215518.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -215549.046875 Penalty: 2481.473877 Iteration 16Q: 3 clusters Score -215549 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -215586.078125 Penalty: 2481.473877 Iteration 17Q: 3 clusters Score -215586.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -215627.406250 Penalty: 2481.473877 Iteration 18Q: 3 clusters Score -215627.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -215667.218750 Penalty: 2481.473877 Iteration 19Q: 3 clusters Score -215667.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -215715.718750 Penalty: 2481.473877 Iteration 20F: 3 clusters Score -215715.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -215762.000000 Penalty: 2481.473877 Iteration 21Q: 3 clusters Score -215762 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -215817.078125 Penalty: 2481.473877 Iteration 22Q: 3 clusters Score -215817.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -215873.296875 Penalty: 2481.473877 Iteration 23Q: 3 clusters Score -215873.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -215916.562500 Penalty: 2481.473877 Iteration 24Q: 3 clusters Score -215916.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -215937.250000 Penalty: 2481.473877 Iteration 25Q: 3 clusters Score -215937.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -215946.906250 Penalty: 2481.473877 Iteration 26Q: 3 clusters Score -215946.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -215954.734375 Penalty: 2481.473877 Iteration 27Q: 3 clusters Score -215954.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -215959.234375 Penalty: 2481.473877 Iteration 28Q: 3 clusters Score -215959.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -215961.187500 Penalty: 2481.473877 Iteration 29Q: 3 clusters Score -215961.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -215963.375000 Penalty: 2481.473877 Iteration 30Q: 3 clusters Score -215963.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -215964.984375 Penalty: 2481.473877 Iteration 31Q: 3 clusters Score -215965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -215965.515625 Penalty: 2481.473877 Iteration 32Q: 3 clusters Score -215965.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -215965.515625 Penalty: 2481.473877 Iteration 33F: 3 clusters Score -215965.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (11017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Entering Unmasked Estep Score: -1158737.750000 Penalty: 1512.419189 Iteration 0F: 2 clusters Score -1158738 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -1150998.625000 Penalty: 3024.838379 Iteration 0F: 3 clusters Score -1150999 nChanged 4786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1153678.875000 Penalty: 3024.838379 Iteration 1F: 3 clusters Score -1153679 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1154131.000000 Penalty: 3024.838379 Iteration 2F: 3 clusters Score -1154131 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1154639.000000 Penalty: 3024.838379 Iteration 3F: 3 clusters Score -1154639 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -1155328.875000 Penalty: 3024.838379 Iteration 4F: 3 clusters Score -1155329 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1156126.125000 Penalty: 3024.838379 Iteration 5F: 3 clusters Score -1156126 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1156817.250000 Penalty: 3024.838379 Iteration 6F: 3 clusters Score -1156817 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1157246.750000 Penalty: 3024.838379 Iteration 7F: 3 clusters Score -1157247 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -1157495.125000 Penalty: 3024.838379 Iteration 8Q: 3 clusters Score -1157495 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1157667.000000 Penalty: 3024.838379 Iteration 9Q: 3 clusters Score -1157667 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1157762.375000 Penalty: 3024.838379 Iteration 10Q: 3 clusters Score -1157762 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -1157820.375000 Penalty: 3024.838379 Iteration 11Q: 3 clusters Score -1157820 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1157859.000000 Penalty: 3024.838379 Iteration 12Q: 3 clusters Score -1157859 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -1157889.750000 Penalty: 3024.838379 Iteration 13Q: 3 clusters Score -1157890 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -1157913.875000 Penalty: 3024.838379 Iteration 14Q: 3 clusters Score -1157914 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -1157926.875000 Penalty: 3024.838379 Iteration 15Q: 3 clusters Score -1157927 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1157939.000000 Penalty: 3024.838379 Iteration 16Q: 3 clusters Score -1157939 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -1157946.250000 Penalty: 3024.838379 Iteration 17Q: 3 clusters Score -1157946 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -1157950.875000 Penalty: 3024.838379 Iteration 18Q: 3 clusters Score -1157951 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -1157959.000000 Penalty: 3024.838379 Iteration 19Q: 3 clusters Score -1157959 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -1157964.250000 Penalty: 3024.838379 Iteration 20F: 3 clusters Score -1157964 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -1157969.875000 Penalty: 3024.838379 Iteration 21Q: 3 clusters Score -1157970 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -1157977.875000 Penalty: 3024.838379 Iteration 22Q: 3 clusters Score -1157978 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -1157985.625000 Penalty: 3024.838379 Iteration 23Q: 3 clusters Score -1157986 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -1157992.375000 Penalty: 3024.838379 Iteration 24Q: 3 clusters Score -1157992 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 8655 members Entering Unmasked Estep Score: -1157996.500000 Penalty: 3024.838379 Iteration 25Q: 3 clusters Score -1157996 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -1158002.250000 Penalty: 3024.838379 Iteration 26Q: 3 clusters Score -1158002 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -1158010.000000 Penalty: 3024.838379 Iteration 27Q: 3 clusters Score -1158010 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -1158015.500000 Penalty: 3024.838379 Iteration 28Q: 3 clusters Score -1158016 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -1158018.500000 Penalty: 3024.838379 Iteration 29Q: 3 clusters Score -1158018 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1158020.250000 Penalty: 3024.838379 Iteration 30Q: 3 clusters Score -1158020 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -1158026.125000 Penalty: 3024.838379 Iteration 31Q: 3 clusters Score -1158026 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -1158030.125000 Penalty: 3024.838379 Iteration 32Q: 3 clusters Score -1158030 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 8864 members Entering Unmasked Estep Score: -1158036.000000 Penalty: 3024.838379 Iteration 33Q: 3 clusters Score -1158036 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -1158047.375000 Penalty: 3024.838379 Iteration 34Q: 3 clusters Score -1158047 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -1158054.875000 Penalty: 3024.838379 Iteration 35Q: 3 clusters Score -1158055 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -1158058.250000 Penalty: 3024.838379 Iteration 36Q: 3 clusters Score -1158058 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -1158064.000000 Penalty: 3024.838379 Iteration 37Q: 3 clusters Score -1158064 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -1158066.125000 Penalty: 3024.838379 Iteration 38Q: 3 clusters Score -1158066 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 9014 members Entering Unmasked Estep Score: -1158071.000000 Penalty: 3024.838379 Iteration 39Q: 3 clusters Score -1158071 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1158077.375000 Penalty: 3024.838379 Iteration 40F: 3 clusters Score -1158077 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -1158078.125000 Penalty: 3024.838379 Iteration 41Q: 3 clusters Score -1158078 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -1158082.500000 Penalty: 3024.838379 Iteration 42Q: 3 clusters Score -1158082 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -1158086.375000 Penalty: 3024.838379 Iteration 43Q: 3 clusters Score -1158086 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -1158093.875000 Penalty: 3024.838379 Iteration 44Q: 3 clusters Score -1158094 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -1158103.500000 Penalty: 3024.838379 Iteration 45Q: 3 clusters Score -1158104 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -1158111.875000 Penalty: 3024.838379 Iteration 46Q: 3 clusters Score -1158112 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -1158115.875000 Penalty: 3024.838379 Iteration 47Q: 3 clusters Score -1158116 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -1158121.000000 Penalty: 3024.838379 Iteration 48Q: 3 clusters Score -1158121 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -1158122.375000 Penalty: 3024.838379 Iteration 49Q: 3 clusters Score -1158122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -1158124.000000 Penalty: 3024.838379 Iteration 50Q: 3 clusters Score -1158124 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -1158126.750000 Penalty: 3024.838379 Iteration 51Q: 3 clusters Score -1158127 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 9250 members Entering Unmasked Estep Score: -1158125.000000 Penalty: 3024.838379 Iteration 52Q: 3 clusters Score -1158125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -1158124.250000 Penalty: 3024.838379 Iteration 53Q: 3 clusters Score -1158124 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -1158127.000000 Penalty: 3024.838379 Iteration 54Q: 3 clusters Score -1158127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -1158128.875000 Penalty: 3024.838379 Iteration 55Q: 3 clusters Score -1158129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -1158129.875000 Penalty: 3024.838379 Iteration 56Q: 3 clusters Score -1158130 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -1158133.000000 Penalty: 3024.838379 Iteration 57Q: 3 clusters Score -1158133 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -1158132.375000 Penalty: 3024.838379 Iteration 58Q: 3 clusters Score -1158132 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -1158135.125000 Penalty: 3024.838379 Iteration 59Q: 3 clusters Score -1158135 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1158134.125000 Penalty: 3024.838379 Iteration 60F: 3 clusters Score -1158134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -1158135.000000 Penalty: 3024.838379 Iteration 61Q: 3 clusters Score -1158135 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -1158133.750000 Penalty: 3024.838379 Iteration 62Q: 3 clusters Score -1158134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -1158133.875000 Penalty: 3024.838379 Iteration 63Q: 3 clusters Score -1158134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -1158136.375000 Penalty: 3024.838379 Iteration 64Q: 3 clusters Score -1158136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -1158138.500000 Penalty: 3024.838379 Iteration 65Q: 3 clusters Score -1158138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -1158139.750000 Penalty: 3024.838379 Iteration 66Q: 3 clusters Score -1158140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -1158136.875000 Penalty: 3024.838379 Iteration 67Q: 3 clusters Score -1158137 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -1158140.750000 Penalty: 3024.838379 Iteration 68Q: 3 clusters Score -1158141 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -1158139.750000 Penalty: 3024.838379 Iteration 69Q: 3 clusters Score -1158140 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1158138.000000 Penalty: 3024.838379 Iteration 70Q: 3 clusters Score -1158138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -1158141.125000 Penalty: 3024.838379 Iteration 71Q: 3 clusters Score -1158141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -1158142.250000 Penalty: 3024.838379 Iteration 72Q: 3 clusters Score -1158142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -1158139.750000 Penalty: 3024.838379 Iteration 73Q: 3 clusters Score -1158140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -1158142.125000 Penalty: 3024.838379 Iteration 74Q: 3 clusters Score -1158142 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -1158139.750000 Penalty: 3024.838379 Iteration 75Q: 3 clusters Score -1158140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -1158139.750000 Penalty: 3024.838379 Iteration 76Q: 3 clusters Score -1158140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -1158141.875000 Penalty: 3024.838379 Iteration 77Q: 3 clusters Score -1158142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1158143.125000 Penalty: 3024.838379 Iteration 78Q: 3 clusters Score -1158143 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1158144.625000 Penalty: 3024.838379 Iteration 79Q: 3 clusters Score -1158145 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -1158141.000000 Penalty: 3024.838379 Iteration 80F: 3 clusters Score -1158141 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -1158143.250000 Penalty: 3024.838379 Iteration 81Q: 3 clusters Score -1158143 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -1158143.250000 Penalty: 3024.838379 Iteration 82F: 3 clusters Score -1158143 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Entering Unmasked Estep Score: -99134.289062 Penalty: 1122.021973 Iteration 0F: 2 clusters Score -99134.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -97713.750000 Penalty: 2244.043945 Iteration 0F: 3 clusters Score -97713.75 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -98074.453125 Penalty: 2244.043945 Iteration 1F: 3 clusters Score -98074.45 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -98240.593750 Penalty: 2244.043945 Iteration 2F: 3 clusters Score -98240.59 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -98408.429688 Penalty: 2244.043945 Iteration 3F: 3 clusters Score -98408.43 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -98655.242188 Penalty: 2244.043945 Iteration 4F: 3 clusters Score -98655.24 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -98842.726562 Penalty: 2244.043945 Iteration 5F: 3 clusters Score -98842.73 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -98941.796875 Penalty: 2244.043945 Iteration 6Q: 3 clusters Score -98941.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -99002.234375 Penalty: 2244.043945 Iteration 7Q: 3 clusters Score -99002.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -99033.921875 Penalty: 2244.043945 Iteration 8Q: 3 clusters Score -99033.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -99053.101562 Penalty: 2244.043945 Iteration 9Q: 3 clusters Score -99053.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -99069.109375 Penalty: 2244.043945 Iteration 10Q: 3 clusters Score -99069.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -99081.148438 Penalty: 2244.043945 Iteration 11Q: 3 clusters Score -99081.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -99087.234375 Penalty: 2244.043945 Iteration 12Q: 3 clusters Score -99087.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -99090.398438 Penalty: 2244.043945 Iteration 13Q: 3 clusters Score -99090.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -99090.398438 Penalty: 2244.043945 Iteration 14F: 3 clusters Score -99090.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18586 members Entering Unmasked Estep Score: -1841489.875000 Penalty: 1597.401611 Iteration 0F: 2 clusters Score -1841490 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -1828827.625000 Penalty: 3194.803223 Iteration 0F: 3 clusters Score -1828828 nChanged 8281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -1833371.125000 Penalty: 3194.803223 Iteration 1F: 3 clusters Score -1833371 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -1833687.625000 Penalty: 3194.803223 Iteration 2Q: 3 clusters Score -1833688 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1833986.750000 Penalty: 3194.803223 Iteration 3Q: 3 clusters Score -1833987 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -1834289.875000 Penalty: 3194.803223 Iteration 4Q: 3 clusters Score -1834290 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10900 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -1834644.000000 Penalty: 3194.803223 Iteration 5Q: 3 clusters Score -1834644 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -1835116.750000 Penalty: 3194.803223 Iteration 6Q: 3 clusters Score -1835117 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1835663.500000 Penalty: 3194.803223 Iteration 7F: 3 clusters Score -1835664 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1836298.875000 Penalty: 3194.803223 Iteration 8F: 3 clusters Score -1836299 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1837019.500000 Penalty: 3194.803223 Iteration 9F: 3 clusters Score -1837020 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1837776.750000 Penalty: 3194.803223 Iteration 10F: 3 clusters Score -1837777 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15599 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1838393.750000 Penalty: 3194.803223 Iteration 11Q: 3 clusters Score -1838394 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16274 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1838877.875000 Penalty: 3194.803223 Iteration 12Q: 3 clusters Score -1838878 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16843 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -1839270.250000 Penalty: 3194.803223 Iteration 13Q: 3 clusters Score -1839270 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1839545.625000 Penalty: 3194.803223 Iteration 14Q: 3 clusters Score -1839546 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1839724.875000 Penalty: 3194.803223 Iteration 15Q: 3 clusters Score -1839725 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17780 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1839859.875000 Penalty: 3194.803223 Iteration 16Q: 3 clusters Score -1839860 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17927 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1839953.750000 Penalty: 3194.803223 Iteration 17Q: 3 clusters Score -1839954 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18032 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1840029.625000 Penalty: 3194.803223 Iteration 18Q: 3 clusters Score -1840030 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18100 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1840075.250000 Penalty: 3194.803223 Iteration 19Q: 3 clusters Score -1840075 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18139 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1840097.250000 Penalty: 3194.803223 Iteration 20F: 3 clusters Score -1840097 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18167 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -1840118.500000 Penalty: 3194.803223 Iteration 21Q: 3 clusters Score -1840118 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18179 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1840134.625000 Penalty: 3194.803223 Iteration 22Q: 3 clusters Score -1840135 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18194 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1840148.375000 Penalty: 3194.803223 Iteration 23Q: 3 clusters Score -1840148 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18207 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1840157.375000 Penalty: 3194.803223 Iteration 24Q: 3 clusters Score -1840157 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18218 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1840169.375000 Penalty: 3194.803223 Iteration 25Q: 3 clusters Score -1840169 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18229 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1840176.625000 Penalty: 3194.803223 Iteration 26Q: 3 clusters Score -1840177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1840178.500000 Penalty: 3194.803223 Iteration 27Q: 3 clusters Score -1840178 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18238 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1840182.375000 Penalty: 3194.803223 Iteration 28Q: 3 clusters Score -1840182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18244 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1840187.000000 Penalty: 3194.803223 Iteration 29Q: 3 clusters Score -1840187 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18244 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1840187.000000 Penalty: 3194.803223 Iteration 30F: 3 clusters Score -1840187 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -46730.441406 Penalty: 1004.588806 Iteration 0F: 2 clusters Score -46730.44 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 241 members Entering Unmasked Estep Score: -45651.738281 Penalty: 2009.177612 Iteration 0F: 3 clusters Score -45651.74 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -45800.585938 Penalty: 2009.177612 Iteration 1F: 3 clusters Score -45800.59 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -45854.460938 Penalty: 2009.177612 Iteration 2F: 3 clusters Score -45854.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -45882.378906 Penalty: 2009.177612 Iteration 3Q: 3 clusters Score -45882.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -45886.207031 Penalty: 2009.177612 Iteration 4Q: 3 clusters Score -45886.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -45894.890625 Penalty: 2009.177612 Iteration 5Q: 3 clusters Score -45894.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -45896.242188 Penalty: 2009.177612 Iteration 6Q: 3 clusters Score -45896.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -45897.023438 Penalty: 2009.177612 Iteration 7Q: 3 clusters Score -45897.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -45897.023438 Penalty: 2009.177612 Iteration 8F: 3 clusters Score -45897.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Entering Unmasked Estep Score: -46955.996094 Penalty: 1004.252686 Iteration 0F: 2 clusters Score -46956 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 244 members Entering Unmasked Estep Score: -45958.335938 Penalty: 2008.505371 Iteration 0F: 3 clusters Score -45958.34 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -46141.937500 Penalty: 2008.505371 Iteration 1F: 3 clusters Score -46141.94 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -46244.390625 Penalty: 2008.505371 Iteration 2F: 3 clusters Score -46244.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -46332.722656 Penalty: 2008.505371 Iteration 3F: 3 clusters Score -46332.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -46376.125000 Penalty: 2008.505371 Iteration 4Q: 3 clusters Score -46376.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -46430.621094 Penalty: 2008.505371 Iteration 5Q: 3 clusters Score -46430.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -46508.292969 Penalty: 2008.505371 Iteration 6Q: 3 clusters Score -46508.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -46616.007812 Penalty: 2008.505371 Iteration 7Q: 3 clusters Score -46616.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -46795.175781 Penalty: 2008.505371 Iteration 8Q: 3 clusters Score -46795.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -46944.796875 Penalty: 2008.505371 Iteration 9Q: 3 clusters Score -46944.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -47010.695312 Penalty: 2008.505371 Iteration 10Q: 3 clusters Score -47010.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -47034.851562 Penalty: 2008.505371 Iteration 11Q: 3 clusters Score -47034.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -47040.578125 Penalty: 2008.505371 Iteration 12Q: 3 clusters Score -47040.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -47045.218750 Penalty: 2008.505371 Iteration 13Q: 3 clusters Score -47045.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -47053.550781 Penalty: 2008.505371 Iteration 14Q: 3 clusters Score -47053.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -47055.605469 Penalty: 2008.505371 Iteration 15Q: 3 clusters Score -47055.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -47062.503906 Penalty: 2008.505371 Iteration 16Q: 3 clusters Score -47062.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -47080.761719 Penalty: 2008.505371 Iteration 17F: 3 clusters Score -47080.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -47175.125000 Penalty: 2008.505371 Iteration 18Q: 3 clusters Score -47175.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -47192.847656 Penalty: 2008.505371 Iteration 19Q: 3 clusters Score -47192.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -47198.863281 Penalty: 2008.505371 Iteration 20F: 3 clusters Score -47198.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 875 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 349 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11017 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18586 members Mstep: Class 12 contains 484 members Mstep: Class 13 contains 134 members Mstep: Class 14 contains 3352 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 345 members Entering Unmasked Estep Score: -4125852.500000 Penalty: 25928.060547 Splitting cluster 13 changes total score from -4126326.750000 to -4125852.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Entering Unmasked Estep Score: -347726.312500 Penalty: 1319.063232 Iteration 0F: 2 clusters Score -347726.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -344792.531250 Penalty: 2638.126465 Iteration 0F: 3 clusters Score -344792.5 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -345536.156250 Penalty: 2638.126465 Iteration 1F: 3 clusters Score -345536.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -345702.187500 Penalty: 2638.126465 Iteration 2F: 3 clusters Score -345702.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -345824.218750 Penalty: 2638.126465 Iteration 3F: 3 clusters Score -345824.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -345937.406250 Penalty: 2638.126465 Iteration 4Q: 3 clusters Score -345937.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -346061.937500 Penalty: 2638.126465 Iteration 5Q: 3 clusters Score -346061.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -346203.593750 Penalty: 2638.126465 Iteration 6Q: 3 clusters Score -346203.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -346319.031250 Penalty: 2638.126465 Iteration 7Q: 3 clusters Score -346319 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -346394.125000 Penalty: 2638.126465 Iteration 8Q: 3 clusters Score -346394.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -346464.687500 Penalty: 2638.126465 Iteration 9Q: 3 clusters Score -346464.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -346547.656250 Penalty: 2638.126465 Iteration 10Q: 3 clusters Score -346547.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -346607.468750 Penalty: 2638.126465 Iteration 11Q: 3 clusters Score -346607.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -346674.406250 Penalty: 2638.126465 Iteration 12Q: 3 clusters Score -346674.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -346736.625000 Penalty: 2638.126465 Iteration 13Q: 3 clusters Score -346736.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -346784.812500 Penalty: 2638.126465 Iteration 14Q: 3 clusters Score -346784.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -346834.687500 Penalty: 2638.126465 Iteration 15Q: 3 clusters Score -346834.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -346889.812500 Penalty: 2638.126465 Iteration 16Q: 3 clusters Score -346889.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -346948.093750 Penalty: 2638.126465 Iteration 17Q: 3 clusters Score -346948.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -347001.031250 Penalty: 2638.126465 Iteration 18Q: 3 clusters Score -347001 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -347072.687500 Penalty: 2638.126465 Iteration 19Q: 3 clusters Score -347072.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -347135.343750 Penalty: 2638.126465 Iteration 20F: 3 clusters Score -347135.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -347191.906250 Penalty: 2638.126465 Iteration 21Q: 3 clusters Score -347191.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -347239.156250 Penalty: 2638.126465 Iteration 22Q: 3 clusters Score -347239.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -347265.437500 Penalty: 2638.126465 Iteration 23Q: 3 clusters Score -347265.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -347278.281250 Penalty: 2638.126465 Iteration 24Q: 3 clusters Score -347278.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -347288.500000 Penalty: 2638.126465 Iteration 25Q: 3 clusters Score -347288.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -347297.281250 Penalty: 2638.126465 Iteration 26Q: 3 clusters Score -347297.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -347305.718750 Penalty: 2638.126465 Iteration 27Q: 3 clusters Score -347305.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -347315.656250 Penalty: 2638.126465 Iteration 28Q: 3 clusters Score -347315.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -347324.156250 Penalty: 2638.126465 Iteration 29Q: 3 clusters Score -347324.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -347330.687500 Penalty: 2638.126465 Iteration 30Q: 3 clusters Score -347330.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -347334.562500 Penalty: 2638.126465 Iteration 31Q: 3 clusters Score -347334.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -347336.187500 Penalty: 2638.126465 Iteration 32Q: 3 clusters Score -347336.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -347337.093750 Penalty: 2638.126465 Iteration 33Q: 3 clusters Score -347337.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -347337.937500 Penalty: 2638.126465 Iteration 34Q: 3 clusters Score -347337.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -347337.656250 Penalty: 2638.126465 Iteration 35Q: 3 clusters Score -347337.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -347338.593750 Penalty: 2638.126465 Iteration 36Q: 3 clusters Score -347338.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -347338.906250 Penalty: 2638.126465 Iteration 37Q: 3 clusters Score -347338.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -347338.906250 Penalty: 2638.126465 Iteration 38F: 3 clusters Score -347338.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -41963.734375 Penalty: 1004.588806 Iteration 0F: 2 clusters Score -41963.73 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 245 members Entering Unmasked Estep Score: -40941.082031 Penalty: 2009.177612 Iteration 0F: 3 clusters Score -40941.08 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -41200.464844 Penalty: 2009.177612 Iteration 1F: 3 clusters Score -41200.46 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -41357.757812 Penalty: 2009.177612 Iteration 2F: 3 clusters Score -41357.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -41488.500000 Penalty: 2009.177612 Iteration 3F: 3 clusters Score -41488.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -41599.042969 Penalty: 2009.177612 Iteration 4F: 3 clusters Score -41599.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -41674.984375 Penalty: 2009.177612 Iteration 5Q: 3 clusters Score -41674.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -41757.648438 Penalty: 2009.177612 Iteration 6Q: 3 clusters Score -41757.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -41903.746094 Penalty: 2009.177612 Iteration 7Q: 3 clusters Score -41903.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -42031.207031 Penalty: 2009.177612 Iteration 8Q: 3 clusters Score -42031.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -42153.257812 Penalty: 2009.177612 Iteration 9Q: 3 clusters Score -42153.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -42189.847656 Penalty: 2009.177612 Iteration 10Q: 3 clusters Score -42189.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -42199.980469 Penalty: 2009.177612 Iteration 11Q: 3 clusters Score -42199.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -42207.953125 Penalty: 2009.177612 Iteration 12Q: 3 clusters Score -42207.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -42219.761719 Penalty: 2009.177612 Iteration 13Q: 3 clusters Score -42219.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -42226.066406 Penalty: 2009.177612 Iteration 14Q: 3 clusters Score -42226.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -42252.164062 Penalty: 2009.177612 Iteration 15F: 3 clusters Score -42252.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -42298.128906 Penalty: 2009.177612 Iteration 16Q: 3 clusters Score -42298.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -42396.027344 Penalty: 2009.177612 Iteration 17Q: 3 clusters Score -42396.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -42413.003906 Penalty: 2009.177612 Iteration 18Q: 3 clusters Score -42413 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42429.261719 Penalty: 2009.177612 Iteration 19Q: 3 clusters Score -42429.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -42437.906250 Penalty: 2009.177612 Iteration 20F: 3 clusters Score -42437.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42457.402344 Penalty: 2009.177612 Iteration 21Q: 3 clusters Score -42457.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -42464.296875 Penalty: 2009.177612 Iteration 22Q: 3 clusters Score -42464.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42466.183594 Penalty: 2009.177612 Iteration 23Q: 3 clusters Score -42466.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42466.183594 Penalty: 2009.177612 Iteration 24F: 3 clusters Score -42466.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 875 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 250 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11017 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18586 members Mstep: Class 12 contains 484 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3352 members Mstep: Class 17 contains 234 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 345 members Entering Unmasked Estep Score: -4126111.750000 Penalty: 25928.060547 Splitting cluster 17 changes total score from -4126326.750000 to -4126111.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Entering Unmasked Estep Score: -87766.695312 Penalty: 1117.057251 Iteration 0F: 2 clusters Score -87766.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -86412.023438 Penalty: 2234.114502 Iteration 0F: 3 clusters Score -86412.02 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -86697.984375 Penalty: 2234.114502 Iteration 1F: 3 clusters Score -86697.98 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -86794.945312 Penalty: 2234.114502 Iteration 2F: 3 clusters Score -86794.95 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -86855.226562 Penalty: 2234.114502 Iteration 3Q: 3 clusters Score -86855.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -86914.132812 Penalty: 2234.114502 Iteration 4Q: 3 clusters Score -86914.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -86959.414062 Penalty: 2234.114502 Iteration 5Q: 3 clusters Score -86959.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -87006.335938 Penalty: 2234.114502 Iteration 6Q: 3 clusters Score -87006.34 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -87068.703125 Penalty: 2234.114502 Iteration 7Q: 3 clusters Score -87068.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -87123.796875 Penalty: 2234.114502 Iteration 8Q: 3 clusters Score -87123.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -87192.984375 Penalty: 2234.114502 Iteration 9Q: 3 clusters Score -87192.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -87230.117188 Penalty: 2234.114502 Iteration 10Q: 3 clusters Score -87230.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -87247.132812 Penalty: 2234.114502 Iteration 11Q: 3 clusters Score -87247.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87260.171875 Penalty: 2234.114502 Iteration 12Q: 3 clusters Score -87260.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87264.656250 Penalty: 2234.114502 Iteration 13Q: 3 clusters Score -87264.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -87267.695312 Penalty: 2234.114502 Iteration 14Q: 3 clusters Score -87267.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -87270.734375 Penalty: 2234.114502 Iteration 15Q: 3 clusters Score -87270.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -87272.882812 Penalty: 2234.114502 Iteration 16Q: 3 clusters Score -87272.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -87273.945312 Penalty: 2234.114502 Iteration 17Q: 3 clusters Score -87273.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -87274.195312 Penalty: 2234.114502 Iteration 18F: 3 clusters Score -87274.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -87280.812500 Penalty: 2234.114502 Iteration 19Q: 3 clusters Score -87280.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -87287.140625 Penalty: 2234.114502 Iteration 20F: 3 clusters Score -87287.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -87294.578125 Penalty: 2234.114502 Iteration 21Q: 3 clusters Score -87294.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87301.054688 Penalty: 2234.114502 Iteration 22Q: 3 clusters Score -87301.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87303.906250 Penalty: 2234.114502 Iteration 23Q: 3 clusters Score -87303.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -87314.750000 Penalty: 2234.114502 Iteration 24Q: 3 clusters Score -87314.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -87323.937500 Penalty: 2234.114502 Iteration 25Q: 3 clusters Score -87323.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -87330.976562 Penalty: 2234.114502 Iteration 26Q: 3 clusters Score -87330.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -87341.023438 Penalty: 2234.114502 Iteration 27Q: 3 clusters Score -87341.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -87341.882812 Penalty: 2234.114502 Iteration 28Q: 3 clusters Score -87341.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -87345.203125 Penalty: 2234.114502 Iteration 29Q: 3 clusters Score -87345.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -87346.500000 Penalty: 2234.114502 Iteration 30Q: 3 clusters Score -87346.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -87347.632812 Penalty: 2234.114502 Iteration 31Q: 3 clusters Score -87347.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -87347.843750 Penalty: 2234.114502 Iteration 32Q: 3 clusters Score -87347.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -87347.843750 Penalty: 2234.114502 Iteration 33F: 3 clusters Score -87347.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -32459.980469 Penalty: 949.575989 Iteration 0F: 2 clusters Score -32459.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -31570.689453 Penalty: 1899.151978 Iteration 0F: 3 clusters Score -31570.69 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -31688.500000 Penalty: 1899.151978 Iteration 1F: 3 clusters Score -31688.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -31718.300781 Penalty: 1899.151978 Iteration 2Q: 3 clusters Score -31718.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -31724.541016 Penalty: 1899.151978 Iteration 3Q: 3 clusters Score -31724.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -31727.605469 Penalty: 1899.151978 Iteration 4Q: 3 clusters Score -31727.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -31728.587891 Penalty: 1899.151978 Iteration 5Q: 3 clusters Score -31728.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -31728.587891 Penalty: 1899.151978 Iteration 6F: 3 clusters Score -31728.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 875 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11017 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18586 members Mstep: Class 12 contains 484 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3352 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -4126334.000000 Penalty: 24199.521484 Iteration 39Q: 15 clusters Score -4126334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 874 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1206 members Mstep: Class 7 contains 2070 members Mstep: Class 8 contains 11017 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 18586 members Mstep: Class 12 contains 483 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3353 members Mstep: Class 17 contains 484 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 345 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1707.373291 but Gain 1728.537109 Score: -4126418.250000 Penalty: 22470.984375 Iteration 40F: 14 clusters Score -4126418 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 879 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1219 members Mstep: Class 7 contains 2084 members Mstep: Class 8 contains 11001 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18590 members Mstep: Class 12 contains 527 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3353 members Mstep: Class 17 contains 524 members Mstep: Class 19 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -4127577.000000 Penalty: 22470.984375 Iteration 41Q: 14 clusters Score -4127577 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1216 members Mstep: Class 7 contains 2082 members Mstep: Class 8 contains 10983 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 18584 members Mstep: Class 12 contains 585 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3358 members Mstep: Class 17 contains 521 members Mstep: Class 19 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -4127727.000000 Penalty: 22470.984375 Iteration 42Q: 14 clusters Score -4127727 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 872 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1218 members Mstep: Class 7 contains 2082 members Mstep: Class 8 contains 10954 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 18577 members Mstep: Class 12 contains 661 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3363 members Mstep: Class 17 contains 520 members Mstep: Class 19 contains 872 members Entering Unmasked Estep ConsiderDeletion Score: -4127878.000000 Penalty: 22470.984375 Iteration 43Q: 14 clusters Score -4127878 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10915 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 18553 members Mstep: Class 12 contains 767 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3367 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 828 members Entering Unmasked Estep ConsiderDeletion Score: -4128043.500000 Penalty: 22470.984375 Iteration 44Q: 14 clusters Score -4128044 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 544 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10868 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18548 members Mstep: Class 12 contains 851 members Mstep: Class 13 contains 483 members Mstep: Class 14 contains 3369 members Mstep: Class 17 contains 518 members Mstep: Class 19 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -4128153.500000 Penalty: 22470.984375 Iteration 45Q: 14 clusters Score -4128154 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10820 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18530 members Mstep: Class 12 contains 924 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3370 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 788 members Entering Unmasked Estep ConsiderDeletion Score: -4128225.750000 Penalty: 22470.984375 Iteration 46Q: 14 clusters Score -4128226 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 865 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10775 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18516 members Mstep: Class 12 contains 990 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3368 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -4128275.750000 Penalty: 22470.984375 Iteration 47Q: 14 clusters Score -4128276 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 862 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10739 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18513 members Mstep: Class 12 contains 1034 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3368 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 779 members Entering Unmasked Estep ConsiderDeletion Score: -4128309.500000 Penalty: 22470.984375 Iteration 48Q: 14 clusters Score -4128310 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 863 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10722 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18508 members Mstep: Class 12 contains 1064 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3365 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 772 members Entering Unmasked Estep ConsiderDeletion Score: -4128334.000000 Penalty: 22470.984375 Iteration 49Q: 14 clusters Score -4128334 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 861 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10716 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18509 members Mstep: Class 12 contains 1068 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3368 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 772 members Entering Unmasked Estep ConsiderDeletion Score: -4128348.250000 Penalty: 22470.984375 Iteration 50Q: 14 clusters Score -4128348 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 859 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10709 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18508 members Mstep: Class 12 contains 1076 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3372 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 770 members Entering Unmasked Estep ConsiderDeletion Score: -4128363.250000 Penalty: 22470.984375 Iteration 51Q: 14 clusters Score -4128363 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10705 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18506 members Mstep: Class 12 contains 1081 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3374 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 770 members Entering Unmasked Estep ConsiderDeletion Score: -4128363.500000 Penalty: 22470.984375 Iteration 52Q: 14 clusters Score -4128364 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10703 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18505 members Mstep: Class 12 contains 1085 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3376 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 767 members Entering Unmasked Estep ConsiderDeletion Score: -4128375.500000 Penalty: 22470.984375 Iteration 53Q: 14 clusters Score -4128376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10697 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18506 members Mstep: Class 12 contains 1090 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3377 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 766 members Entering Unmasked Estep ConsiderDeletion Score: -4128374.750000 Penalty: 22470.984375 Iteration 54Q: 14 clusters Score -4128375 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10697 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18506 members Mstep: Class 12 contains 1093 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3376 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 764 members Entering Unmasked Estep ConsiderDeletion Score: -4128380.000000 Penalty: 22470.984375 Iteration 55Q: 14 clusters Score -4128380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10697 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18505 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3376 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 764 members Entering Unmasked Estep ConsiderDeletion Score: -4128378.000000 Penalty: 22470.984375 Iteration 56Q: 14 clusters Score -4128378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10697 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18505 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3376 members Mstep: Class 17 contains 519 members Mstep: Class 19 contains 764 members Entering Unmasked Estep ConsiderDeletion Score: -4128441.250000 Penalty: 22470.984375 Iteration 57F: 14 clusters Score -4128441 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10668 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18498 members Mstep: Class 12 contains 1147 members Mstep: Class 13 contains 485 members Mstep: Class 14 contains 3374 members Mstep: Class 17 contains 518 members Mstep: Class 19 contains 750 members Entering Unmasked Estep ConsiderDeletion Score: -4128480.250000 Penalty: 22470.984375 Iteration 58Q: 14 clusters Score -4128480 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10629 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 18493 members Mstep: Class 12 contains 1196 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3376 members Mstep: Class 17 contains 518 members Mstep: Class 19 contains 744 members Entering Unmasked Estep ConsiderDeletion Score: -4128515.250000 Penalty: 22470.984375 Iteration 59Q: 14 clusters Score -4128515 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10608 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18495 members Mstep: Class 12 contains 1223 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3376 members Mstep: Class 17 contains 518 members Mstep: Class 19 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -4128528.500000 Penalty: 22470.984375 Iteration 60F: 14 clusters Score -4128528 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2085 members Mstep: Class 8 contains 10592 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18491 members Mstep: Class 12 contains 1243 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3380 members Mstep: Class 17 contains 518 members Mstep: Class 19 contains 733 members Entering Unmasked Estep ConsiderDeletion Score: -4128543.500000 Penalty: 22470.984375 Iteration 61Q: 14 clusters Score -4128544 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10581 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18487 members Mstep: Class 12 contains 1254 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3389 members Mstep: Class 17 contains 518 members Mstep: Class 19 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -4128554.750000 Penalty: 22470.984375 Iteration 62Q: 14 clusters Score -4128555 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10567 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18487 members Mstep: Class 12 contains 1272 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3393 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 720 members Entering Unmasked Estep ConsiderDeletion Score: -4128563.500000 Penalty: 22470.984375 Iteration 63Q: 14 clusters Score -4128564 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10556 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18485 members Mstep: Class 12 contains 1285 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3394 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 719 members Entering Unmasked Estep ConsiderDeletion Score: -4128564.250000 Penalty: 22470.984375 Iteration 64Q: 14 clusters Score -4128564 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10546 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18482 members Mstep: Class 12 contains 1298 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3394 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 719 members Entering Unmasked Estep ConsiderDeletion Score: -4128566.250000 Penalty: 22470.984375 Iteration 65Q: 14 clusters Score -4128566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10541 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18480 members Mstep: Class 12 contains 1307 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3393 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -4128571.250000 Penalty: 22470.984375 Iteration 66Q: 14 clusters Score -4128571 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10537 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18477 members Mstep: Class 12 contains 1312 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3394 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 719 members Entering Unmasked Estep ConsiderDeletion Score: -4128573.000000 Penalty: 22470.984375 Iteration 67Q: 14 clusters Score -4128573 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10534 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18476 members Mstep: Class 12 contains 1318 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3394 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 717 members Entering Unmasked Estep ConsiderDeletion Score: -4128570.000000 Penalty: 22470.984375 Iteration 68Q: 14 clusters Score -4128570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10531 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18475 members Mstep: Class 12 contains 1324 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3395 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 714 members Entering Unmasked Estep ConsiderDeletion Score: -4128570.000000 Penalty: 22470.984375 Iteration 69Q: 14 clusters Score -4128570 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10530 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18475 members Mstep: Class 12 contains 1326 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3396 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 712 members Entering Unmasked Estep ConsiderDeletion Score: -4128579.500000 Penalty: 22470.984375 Iteration 70Q: 14 clusters Score -4128580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10526 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18473 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3396 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -4128580.750000 Penalty: 22470.984375 Iteration 71Q: 14 clusters Score -4128581 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10525 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18472 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3398 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -4128575.250000 Penalty: 22470.984375 Iteration 72Q: 14 clusters Score -4128575 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10524 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18472 members Mstep: Class 12 contains 1334 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3398 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -4128576.250000 Penalty: 22470.984375 Iteration 73Q: 14 clusters Score -4128576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10522 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18472 members Mstep: Class 12 contains 1336 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3398 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -4128571.250000 Penalty: 22470.984375 Iteration 74Q: 14 clusters Score -4128571 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10522 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18472 members Mstep: Class 12 contains 1336 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3398 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -4128571.250000 Penalty: 22470.984375 Iteration 75F: 14 clusters Score -4128571 nChanged 0 Entering ConstructFrom: Score: -4128571.250000 Penalty: 22470.984375 Entering ConstructFrom: Trying to split cluster 1 (502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Entering Unmasked Estep Score: -46683.738281 Penalty: 1010.522522 Iteration 0F: 2 clusters Score -46683.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -45714.710938 Penalty: 2021.045044 Iteration 0F: 3 clusters Score -45714.71 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -45968.480469 Penalty: 2021.045044 Iteration 1F: 3 clusters Score -45968.48 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -46078.144531 Penalty: 2021.045044 Iteration 2F: 3 clusters Score -46078.14 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -46138.898438 Penalty: 2021.045044 Iteration 3F: 3 clusters Score -46138.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -46172.531250 Penalty: 2021.045044 Iteration 4Q: 3 clusters Score -46172.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -46201.019531 Penalty: 2021.045044 Iteration 5Q: 3 clusters Score -46201.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -46232.804688 Penalty: 2021.045044 Iteration 6Q: 3 clusters Score -46232.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -46247.359375 Penalty: 2021.045044 Iteration 7Q: 3 clusters Score -46247.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -46259.109375 Penalty: 2021.045044 Iteration 8Q: 3 clusters Score -46259.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -46260.375000 Penalty: 2021.045044 Iteration 9Q: 3 clusters Score -46260.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -46260.375000 Penalty: 2021.045044 Iteration 10F: 3 clusters Score -46260.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Entering Unmasked Estep Score: -86276.273438 Penalty: 1097.623169 Iteration 0F: 2 clusters Score -86276.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -84897.359375 Penalty: 2195.246338 Iteration 0F: 3 clusters Score -84897.36 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -85099.453125 Penalty: 2195.246338 Iteration 1F: 3 clusters Score -85099.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -85163.234375 Penalty: 2195.246338 Iteration 2F: 3 clusters Score -85163.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -85195.414062 Penalty: 2195.246338 Iteration 3Q: 3 clusters Score -85195.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -85221.921875 Penalty: 2195.246338 Iteration 4Q: 3 clusters Score -85221.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -85243.648438 Penalty: 2195.246338 Iteration 5Q: 3 clusters Score -85243.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -85250.546875 Penalty: 2195.246338 Iteration 6Q: 3 clusters Score -85250.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -85252.390625 Penalty: 2195.246338 Iteration 7Q: 3 clusters Score -85252.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -85256.492188 Penalty: 2195.246338 Iteration 8Q: 3 clusters Score -85256.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -85260.867188 Penalty: 2195.246338 Iteration 9Q: 3 clusters Score -85260.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -85263.898438 Penalty: 2195.246338 Iteration 10Q: 3 clusters Score -85263.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -85270.476562 Penalty: 2195.246338 Iteration 11Q: 3 clusters Score -85270.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -85273.031250 Penalty: 2195.246338 Iteration 12Q: 3 clusters Score -85273.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -85274.601562 Penalty: 2195.246338 Iteration 13Q: 3 clusters Score -85274.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -85275.570312 Penalty: 2195.246338 Iteration 14Q: 3 clusters Score -85275.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -85275.570312 Penalty: 2195.246338 Iteration 15F: 3 clusters Score -85275.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -53484.203125 Penalty: 1023.280212 Iteration 0F: 2 clusters Score -53484.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -52367.617188 Penalty: 2046.560425 Iteration 0F: 3 clusters Score -52367.62 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -52596.933594 Penalty: 2046.560425 Iteration 1F: 3 clusters Score -52596.93 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -52713.031250 Penalty: 2046.560425 Iteration 2F: 3 clusters Score -52713.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -52765.660156 Penalty: 2046.560425 Iteration 3Q: 3 clusters Score -52765.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -52797.269531 Penalty: 2046.560425 Iteration 4Q: 3 clusters Score -52797.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -52817.578125 Penalty: 2046.560425 Iteration 5Q: 3 clusters Score -52817.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -52825.640625 Penalty: 2046.560425 Iteration 6Q: 3 clusters Score -52825.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -52829.054688 Penalty: 2046.560425 Iteration 7Q: 3 clusters Score -52829.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -52834.082031 Penalty: 2046.560425 Iteration 8Q: 3 clusters Score -52834.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -52835.300781 Penalty: 2046.560425 Iteration 9Q: 3 clusters Score -52835.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -52835.300781 Penalty: 2046.560425 Iteration 10F: 3 clusters Score -52835.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -123839.703125 Penalty: 1154.423462 Iteration 0F: 2 clusters Score -123839.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -122273.578125 Penalty: 2308.846924 Iteration 0F: 3 clusters Score -122273.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -122544.757812 Penalty: 2308.846924 Iteration 1F: 3 clusters Score -122544.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -122611.796875 Penalty: 2308.846924 Iteration 2F: 3 clusters Score -122611.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -122655.210938 Penalty: 2308.846924 Iteration 3Q: 3 clusters Score -122655.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -122674.617188 Penalty: 2308.846924 Iteration 4Q: 3 clusters Score -122674.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -122686.343750 Penalty: 2308.846924 Iteration 5Q: 3 clusters Score -122686.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -122701.578125 Penalty: 2308.846924 Iteration 6Q: 3 clusters Score -122701.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -122720.414062 Penalty: 2308.846924 Iteration 7Q: 3 clusters Score -122720.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -122731.570312 Penalty: 2308.846924 Iteration 8Q: 3 clusters Score -122731.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -122738.570312 Penalty: 2308.846924 Iteration 9Q: 3 clusters Score -122738.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -122745.281250 Penalty: 2308.846924 Iteration 10Q: 3 clusters Score -122745.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -122750.453125 Penalty: 2308.846924 Iteration 11Q: 3 clusters Score -122750.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -122755.828125 Penalty: 2308.846924 Iteration 12Q: 3 clusters Score -122755.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -122760.992188 Penalty: 2308.846924 Iteration 13Q: 3 clusters Score -122761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -122764.453125 Penalty: 2308.846924 Iteration 14Q: 3 clusters Score -122764.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -122767.570312 Penalty: 2308.846924 Iteration 15Q: 3 clusters Score -122767.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -122770.054688 Penalty: 2308.846924 Iteration 16Q: 3 clusters Score -122770.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -122773.414062 Penalty: 2308.846924 Iteration 17Q: 3 clusters Score -122773.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -122775.960938 Penalty: 2308.846924 Iteration 18Q: 3 clusters Score -122776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -122778.578125 Penalty: 2308.846924 Iteration 19Q: 3 clusters Score -122778.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -122782.203125 Penalty: 2308.846924 Iteration 20F: 3 clusters Score -122782.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Entering Unmasked Estep Score: -218114.031250 Penalty: 1241.988037 Iteration 0F: 2 clusters Score -218114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -216013.500000 Penalty: 2483.976074 Iteration 0F: 3 clusters Score -216013.5 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -216471.828125 Penalty: 2483.976074 Iteration 1F: 3 clusters Score -216471.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -216561.328125 Penalty: 2483.976074 Iteration 2F: 3 clusters Score -216561.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -216625.921875 Penalty: 2483.976074 Iteration 3Q: 3 clusters Score -216625.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -216681.656250 Penalty: 2483.976074 Iteration 4Q: 3 clusters Score -216681.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -216739.046875 Penalty: 2483.976074 Iteration 5Q: 3 clusters Score -216739 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -216805.875000 Penalty: 2483.976074 Iteration 6Q: 3 clusters Score -216805.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -216860.250000 Penalty: 2483.976074 Iteration 7Q: 3 clusters Score -216860.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -216900.906250 Penalty: 2483.976074 Iteration 8Q: 3 clusters Score -216900.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -216939.171875 Penalty: 2483.976074 Iteration 9Q: 3 clusters Score -216939.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -216972.312500 Penalty: 2483.976074 Iteration 10Q: 3 clusters Score -216972.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -216996.000000 Penalty: 2483.976074 Iteration 11Q: 3 clusters Score -216996 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -217017.890625 Penalty: 2483.976074 Iteration 12Q: 3 clusters Score -217017.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -217043.328125 Penalty: 2483.976074 Iteration 13Q: 3 clusters Score -217043.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -217064.812500 Penalty: 2483.976074 Iteration 14Q: 3 clusters Score -217064.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -217079.109375 Penalty: 2483.976074 Iteration 15Q: 3 clusters Score -217079.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -217089.750000 Penalty: 2483.976074 Iteration 16Q: 3 clusters Score -217089.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -217103.968750 Penalty: 2483.976074 Iteration 17Q: 3 clusters Score -217104 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -217119.546875 Penalty: 2483.976074 Iteration 18Q: 3 clusters Score -217119.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -217134.546875 Penalty: 2483.976074 Iteration 19Q: 3 clusters Score -217134.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -217151.921875 Penalty: 2483.976074 Iteration 20F: 3 clusters Score -217151.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -217173.031250 Penalty: 2483.976074 Iteration 21Q: 3 clusters Score -217173 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -217192.671875 Penalty: 2483.976074 Iteration 22Q: 3 clusters Score -217192.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -217205.890625 Penalty: 2483.976074 Iteration 23Q: 3 clusters Score -217205.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -217216.359375 Penalty: 2483.976074 Iteration 24Q: 3 clusters Score -217216.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -217223.531250 Penalty: 2483.976074 Iteration 25Q: 3 clusters Score -217223.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -217229.031250 Penalty: 2483.976074 Iteration 26Q: 3 clusters Score -217229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -217235.500000 Penalty: 2483.976074 Iteration 27Q: 3 clusters Score -217235.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -217238.109375 Penalty: 2483.976074 Iteration 28Q: 3 clusters Score -217238.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -217239.812500 Penalty: 2483.976074 Iteration 29Q: 3 clusters Score -217239.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -217240.500000 Penalty: 2483.976074 Iteration 30Q: 3 clusters Score -217240.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -217240.500000 Penalty: 2483.976074 Iteration 31F: 3 clusters Score -217240.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10522 members Entering Unmasked Estep Score: -1110715.375000 Penalty: 1504.948853 Iteration 0F: 2 clusters Score -1110715 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1103236.000000 Penalty: 3009.897705 Iteration 0F: 3 clusters Score -1103236 nChanged 4522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1105790.750000 Penalty: 3009.897705 Iteration 1F: 3 clusters Score -1105791 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1106210.375000 Penalty: 3009.897705 Iteration 2F: 3 clusters Score -1106210 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -1106684.875000 Penalty: 3009.897705 Iteration 3F: 3 clusters Score -1106685 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1107226.375000 Penalty: 3009.897705 Iteration 4F: 3 clusters Score -1107226 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1107741.250000 Penalty: 3009.897705 Iteration 5F: 3 clusters Score -1107741 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -1108156.000000 Penalty: 3009.897705 Iteration 6F: 3 clusters Score -1108156 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1108511.375000 Penalty: 3009.897705 Iteration 7Q: 3 clusters Score -1108511 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -1108826.500000 Penalty: 3009.897705 Iteration 8Q: 3 clusters Score -1108826 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -1109086.000000 Penalty: 3009.897705 Iteration 9Q: 3 clusters Score -1109086 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -1109234.375000 Penalty: 3009.897705 Iteration 10Q: 3 clusters Score -1109234 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -1109322.875000 Penalty: 3009.897705 Iteration 11Q: 3 clusters Score -1109323 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -1109384.625000 Penalty: 3009.897705 Iteration 12Q: 3 clusters Score -1109385 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -1109442.000000 Penalty: 3009.897705 Iteration 13Q: 3 clusters Score -1109442 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -1109479.750000 Penalty: 3009.897705 Iteration 14Q: 3 clusters Score -1109480 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -1109509.750000 Penalty: 3009.897705 Iteration 15Q: 3 clusters Score -1109510 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -1109534.000000 Penalty: 3009.897705 Iteration 16Q: 3 clusters Score -1109534 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1109553.625000 Penalty: 3009.897705 Iteration 17Q: 3 clusters Score -1109554 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -1109565.875000 Penalty: 3009.897705 Iteration 18Q: 3 clusters Score -1109566 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -1109573.750000 Penalty: 3009.897705 Iteration 19Q: 3 clusters Score -1109574 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -1109581.875000 Penalty: 3009.897705 Iteration 20F: 3 clusters Score -1109582 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -1109589.125000 Penalty: 3009.897705 Iteration 21Q: 3 clusters Score -1109589 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1109593.125000 Penalty: 3009.897705 Iteration 22Q: 3 clusters Score -1109593 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1109595.250000 Penalty: 3009.897705 Iteration 23Q: 3 clusters Score -1109595 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -1109596.625000 Penalty: 3009.897705 Iteration 24Q: 3 clusters Score -1109597 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1109599.625000 Penalty: 3009.897705 Iteration 25Q: 3 clusters Score -1109600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -1109600.625000 Penalty: 3009.897705 Iteration 26Q: 3 clusters Score -1109601 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1109601.000000 Penalty: 3009.897705 Iteration 27Q: 3 clusters Score -1109601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1109601.250000 Penalty: 3009.897705 Iteration 28Q: 3 clusters Score -1109601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1109601.250000 Penalty: 3009.897705 Iteration 29F: 3 clusters Score -1109601 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Entering Unmasked Estep Score: -99587.812500 Penalty: 1122.834961 Iteration 0F: 2 clusters Score -99587.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -98139.492188 Penalty: 2245.669922 Iteration 0F: 3 clusters Score -98139.49 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -98565.976562 Penalty: 2245.669922 Iteration 1F: 3 clusters Score -98565.98 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -98904.507812 Penalty: 2245.669922 Iteration 2F: 3 clusters Score -98904.51 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -99120.289062 Penalty: 2245.669922 Iteration 3F: 3 clusters Score -99120.29 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -99226.726562 Penalty: 2245.669922 Iteration 4F: 3 clusters Score -99226.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -99285.671875 Penalty: 2245.669922 Iteration 5Q: 3 clusters Score -99285.67 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -99318.710938 Penalty: 2245.669922 Iteration 6Q: 3 clusters Score -99318.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -99333.601562 Penalty: 2245.669922 Iteration 7Q: 3 clusters Score -99333.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -99340.640625 Penalty: 2245.669922 Iteration 8Q: 3 clusters Score -99340.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -99345.062500 Penalty: 2245.669922 Iteration 9Q: 3 clusters Score -99345.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -99351.515625 Penalty: 2245.669922 Iteration 10Q: 3 clusters Score -99351.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -99356.343750 Penalty: 2245.669922 Iteration 11Q: 3 clusters Score -99356.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -99376.257812 Penalty: 2245.669922 Iteration 12Q: 3 clusters Score -99376.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -99413.953125 Penalty: 2245.669922 Iteration 13Q: 3 clusters Score -99413.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -99446.070312 Penalty: 2245.669922 Iteration 14Q: 3 clusters Score -99446.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -99506.562500 Penalty: 2245.669922 Iteration 15Q: 3 clusters Score -99506.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -99530.281250 Penalty: 2245.669922 Iteration 16Q: 3 clusters Score -99530.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -99542.390625 Penalty: 2245.669922 Iteration 17Q: 3 clusters Score -99542.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -99544.328125 Penalty: 2245.669922 Iteration 18Q: 3 clusters Score -99544.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -99544.328125 Penalty: 2245.669922 Iteration 19F: 3 clusters Score -99544.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (18472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Entering Unmasked Estep Score: -1830344.500000 Penalty: 1596.401978 Iteration 0F: 2 clusters Score -1830344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -1817702.000000 Penalty: 3192.803955 Iteration 0F: 3 clusters Score -1817702 nChanged 8390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -1822022.500000 Penalty: 3192.803955 Iteration 1F: 3 clusters Score -1822022 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -1822289.125000 Penalty: 3192.803955 Iteration 2Q: 3 clusters Score -1822289 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -1822560.000000 Penalty: 3192.803955 Iteration 3Q: 3 clusters Score -1822560 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -1822799.000000 Penalty: 3192.803955 Iteration 4Q: 3 clusters Score -1822799 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -1823021.500000 Penalty: 3192.803955 Iteration 5Q: 3 clusters Score -1823022 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -1823234.375000 Penalty: 3192.803955 Iteration 6Q: 3 clusters Score -1823234 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10790 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1823466.625000 Penalty: 3192.803955 Iteration 7Q: 3 clusters Score -1823467 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -1823764.875000 Penalty: 3192.803955 Iteration 8Q: 3 clusters Score -1823765 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1824157.000000 Penalty: 3192.803955 Iteration 9Q: 3 clusters Score -1824157 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1824684.625000 Penalty: 3192.803955 Iteration 10Q: 3 clusters Score -1824685 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1825336.125000 Penalty: 3192.803955 Iteration 11F: 3 clusters Score -1825336 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14811 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1826090.375000 Penalty: 3192.803955 Iteration 12F: 3 clusters Score -1826090 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1826824.250000 Penalty: 3192.803955 Iteration 13F: 3 clusters Score -1826824 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16614 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1827523.375000 Penalty: 3192.803955 Iteration 14Q: 3 clusters Score -1827523 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17291 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1828104.125000 Penalty: 3192.803955 Iteration 15Q: 3 clusters Score -1828104 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17708 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1828469.500000 Penalty: 3192.803955 Iteration 16Q: 3 clusters Score -1828470 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17947 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1828674.625000 Penalty: 3192.803955 Iteration 17Q: 3 clusters Score -1828675 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18075 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1828793.375000 Penalty: 3192.803955 Iteration 18Q: 3 clusters Score -1828793 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18142 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -1828847.500000 Penalty: 3192.803955 Iteration 19Q: 3 clusters Score -1828848 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18182 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1828886.500000 Penalty: 3192.803955 Iteration 20F: 3 clusters Score -1828886 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18207 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1828909.000000 Penalty: 3192.803955 Iteration 21Q: 3 clusters Score -1828909 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18210 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1828923.625000 Penalty: 3192.803955 Iteration 22Q: 3 clusters Score -1828924 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -1828931.000000 Penalty: 3192.803955 Iteration 23Q: 3 clusters Score -1828931 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1828939.750000 Penalty: 3192.803955 Iteration 24Q: 3 clusters Score -1828940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18231 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -1828946.000000 Penalty: 3192.803955 Iteration 25Q: 3 clusters Score -1828946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18235 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1828948.875000 Penalty: 3192.803955 Iteration 26Q: 3 clusters Score -1828949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1828951.125000 Penalty: 3192.803955 Iteration 27Q: 3 clusters Score -1828951 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1828951.125000 Penalty: 3192.803955 Iteration 28F: 3 clusters Score -1828951 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Entering Unmasked Estep Score: -131325.578125 Penalty: 1169.583252 Iteration 0F: 2 clusters Score -131325.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -129687.765625 Penalty: 2339.166504 Iteration 0F: 3 clusters Score -129687.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -130043.257812 Penalty: 2339.166504 Iteration 1F: 3 clusters Score -130043.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -130149.539062 Penalty: 2339.166504 Iteration 2F: 3 clusters Score -130149.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -130207.953125 Penalty: 2339.166504 Iteration 3Q: 3 clusters Score -130208 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -130267.679688 Penalty: 2339.166504 Iteration 4Q: 3 clusters Score -130267.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -130322.476562 Penalty: 2339.166504 Iteration 5Q: 3 clusters Score -130322.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -130375.023438 Penalty: 2339.166504 Iteration 6Q: 3 clusters Score -130375 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -130414.148438 Penalty: 2339.166504 Iteration 7Q: 3 clusters Score -130414.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -130451.289062 Penalty: 2339.166504 Iteration 8Q: 3 clusters Score -130451.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -130471.421875 Penalty: 2339.166504 Iteration 9Q: 3 clusters Score -130471.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -130491.695312 Penalty: 2339.166504 Iteration 10Q: 3 clusters Score -130491.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -130514.523438 Penalty: 2339.166504 Iteration 11Q: 3 clusters Score -130514.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -130534.914062 Penalty: 2339.166504 Iteration 12Q: 3 clusters Score -130534.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -130548.679688 Penalty: 2339.166504 Iteration 13Q: 3 clusters Score -130548.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -130558.085938 Penalty: 2339.166504 Iteration 14Q: 3 clusters Score -130558.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -130570.828125 Penalty: 2339.166504 Iteration 15Q: 3 clusters Score -130570.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -130586.046875 Penalty: 2339.166504 Iteration 16Q: 3 clusters Score -130586 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -130599.000000 Penalty: 2339.166504 Iteration 17Q: 3 clusters Score -130599 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -130607.007812 Penalty: 2339.166504 Iteration 18Q: 3 clusters Score -130607 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -130616.812500 Penalty: 2339.166504 Iteration 19Q: 3 clusters Score -130616.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -130621.023438 Penalty: 2339.166504 Iteration 20F: 3 clusters Score -130621 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -130624.171875 Penalty: 2339.166504 Iteration 21Q: 3 clusters Score -130624.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -130628.625000 Penalty: 2339.166504 Iteration 22Q: 3 clusters Score -130628.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -130631.921875 Penalty: 2339.166504 Iteration 23Q: 3 clusters Score -130631.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -130634.234375 Penalty: 2339.166504 Iteration 24Q: 3 clusters Score -130634.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -130638.078125 Penalty: 2339.166504 Iteration 25Q: 3 clusters Score -130638.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -130639.851562 Penalty: 2339.166504 Iteration 26Q: 3 clusters Score -130639.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -130644.304688 Penalty: 2339.166504 Iteration 27Q: 3 clusters Score -130644.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -130647.773438 Penalty: 2339.166504 Iteration 28Q: 3 clusters Score -130647.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -130651.171875 Penalty: 2339.166504 Iteration 29Q: 3 clusters Score -130651.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -130654.093750 Penalty: 2339.166504 Iteration 30Q: 3 clusters Score -130654.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -130654.992188 Penalty: 2339.166504 Iteration 31Q: 3 clusters Score -130655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -130657.320312 Penalty: 2339.166504 Iteration 32Q: 3 clusters Score -130657.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -130657.625000 Penalty: 2339.166504 Iteration 33Q: 3 clusters Score -130657.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -130657.953125 Penalty: 2339.166504 Iteration 34Q: 3 clusters Score -130658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -130657.953125 Penalty: 2339.166504 Iteration 35F: 3 clusters Score -130658 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -47113.523438 Penalty: 1004.588806 Iteration 0F: 2 clusters Score -47113.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -46124.636719 Penalty: 2009.177612 Iteration 0F: 3 clusters Score -46124.64 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -46358.101562 Penalty: 2009.177612 Iteration 1F: 3 clusters Score -46358.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -46594.589844 Penalty: 2009.177612 Iteration 2F: 3 clusters Score -46594.59 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -46827.953125 Penalty: 2009.177612 Iteration 3F: 3 clusters Score -46827.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -47165.480469 Penalty: 2009.177612 Iteration 4F: 3 clusters Score -47165.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -47308.656250 Penalty: 2009.177612 Iteration 5F: 3 clusters Score -47308.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -47353.726562 Penalty: 2009.177612 Iteration 6Q: 3 clusters Score -47353.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -47368.636719 Penalty: 2009.177612 Iteration 7Q: 3 clusters Score -47368.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -47370.109375 Penalty: 2009.177612 Iteration 8Q: 3 clusters Score -47370.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -47373.593750 Penalty: 2009.177612 Iteration 9Q: 3 clusters Score -47373.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -47373.593750 Penalty: 2009.177612 Iteration 10F: 3 clusters Score -47373.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 4 contains 352 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10522 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18472 members Mstep: Class 12 contains 1336 members Mstep: Class 13 contains 132 members Mstep: Class 14 contains 3398 members Mstep: Class 17 contains 517 members Mstep: Class 19 contains 711 members Entering Unmasked Estep Score: -4128107.250000 Penalty: 24199.521484 Splitting cluster 13 changes total score from -4128571.250000 to -4128107.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Entering Unmasked Estep Score: -352046.593750 Penalty: 1321.278076 Iteration 0F: 2 clusters Score -352046.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -349085.500000 Penalty: 2642.556152 Iteration 0F: 3 clusters Score -349085.5 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -349803.093750 Penalty: 2642.556152 Iteration 1F: 3 clusters Score -349803.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -349963.156250 Penalty: 2642.556152 Iteration 2F: 3 clusters Score -349963.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -350104.156250 Penalty: 2642.556152 Iteration 3F: 3 clusters Score -350104.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -350208.343750 Penalty: 2642.556152 Iteration 4Q: 3 clusters Score -350208.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -350298.093750 Penalty: 2642.556152 Iteration 5Q: 3 clusters Score -350298.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -350412.906250 Penalty: 2642.556152 Iteration 6Q: 3 clusters Score -350412.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -350528.562500 Penalty: 2642.556152 Iteration 7Q: 3 clusters Score -350528.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -350682.750000 Penalty: 2642.556152 Iteration 8Q: 3 clusters Score -350682.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -350854.000000 Penalty: 2642.556152 Iteration 9Q: 3 clusters Score -350854 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -351076.125000 Penalty: 2642.556152 Iteration 10Q: 3 clusters Score -351076.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -351335.687500 Penalty: 2642.556152 Iteration 11F: 3 clusters Score -351335.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -351501.968750 Penalty: 2642.556152 Iteration 12Q: 3 clusters Score -351502 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -351606.437500 Penalty: 2642.556152 Iteration 13Q: 3 clusters Score -351606.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -351657.781250 Penalty: 2642.556152 Iteration 14Q: 3 clusters Score -351657.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -351675.125000 Penalty: 2642.556152 Iteration 15Q: 3 clusters Score -351675.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -351681.812500 Penalty: 2642.556152 Iteration 16Q: 3 clusters Score -351681.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -351683.531250 Penalty: 2642.556152 Iteration 17Q: 3 clusters Score -351683.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -351684.750000 Penalty: 2642.556152 Iteration 18Q: 3 clusters Score -351684.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -351686.000000 Penalty: 2642.556152 Iteration 19Q: 3 clusters Score -351686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -351686.375000 Penalty: 2642.556152 Iteration 20F: 3 clusters Score -351686.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -351686.468750 Penalty: 2642.556152 Iteration 21Q: 3 clusters Score -351686.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -351687.187500 Penalty: 2642.556152 Iteration 22Q: 3 clusters Score -351687.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -351688.281250 Penalty: 2642.556152 Iteration 23Q: 3 clusters Score -351688.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -351689.125000 Penalty: 2642.556152 Iteration 24Q: 3 clusters Score -351689.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -351691.937500 Penalty: 2642.556152 Iteration 25Q: 3 clusters Score -351691.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -351693.375000 Penalty: 2642.556152 Iteration 26Q: 3 clusters Score -351693.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -351695.281250 Penalty: 2642.556152 Iteration 27Q: 3 clusters Score -351695.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -351695.718750 Penalty: 2642.556152 Iteration 28Q: 3 clusters Score -351695.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -351696.281250 Penalty: 2642.556152 Iteration 29Q: 3 clusters Score -351696.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -351696.281250 Penalty: 2642.556152 Iteration 30F: 3 clusters Score -351696.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -44860.441406 Penalty: 1015.307007 Iteration 0F: 2 clusters Score -44860.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -43872.585938 Penalty: 2030.614014 Iteration 0F: 3 clusters Score -43872.59 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -44241.058594 Penalty: 2030.614014 Iteration 1F: 3 clusters Score -44241.06 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -44515.714844 Penalty: 2030.614014 Iteration 2F: 3 clusters Score -44515.71 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -44982.757812 Penalty: 2030.614014 Iteration 3F: 3 clusters Score -44982.76 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -45283.554688 Penalty: 2030.614014 Iteration 4F: 3 clusters Score -45283.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -45420.218750 Penalty: 2030.614014 Iteration 5Q: 3 clusters Score -45420.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45466.109375 Penalty: 2030.614014 Iteration 6Q: 3 clusters Score -45466.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45474.656250 Penalty: 2030.614014 Iteration 7Q: 3 clusters Score -45474.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -45474.656250 Penalty: 2030.614014 Iteration 8F: 3 clusters Score -45474.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 543 members Mstep: Class 4 contains 163 members Mstep: Class 6 contains 1217 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 10522 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 18472 members Mstep: Class 12 contains 1336 members Mstep: Class 13 contains 484 members Mstep: Class 14 contains 3398 members Mstep: Class 17 contains 354 members Mstep: Class 19 contains 711 members Entering Unmasked Estep Score: -4128474.750000 Penalty: 24199.521484 Splitting cluster 17 changes total score from -4128571.250000 to -4128474.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Entering Unmasked Estep Score: -63479.667969 Penalty: 1067.084229 Iteration 0F: 2 clusters Score -63479.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -62257.925781 Penalty: 2134.168457 Iteration 0F: 3 clusters Score -62257.93 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -62448.847656 Penalty: 2134.168457 Iteration 1F: 3 clusters Score -62448.85 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -62517.128906 Penalty: 2134.168457 Iteration 2F: 3 clusters Score -62517.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -62537.851562 Penalty: 2134.168457 Iteration 3Q: 3 clusters Score -62537.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62549.039062 Penalty: 2134.168457 Iteration 4Q: 3 clusters Score -62549.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -62568.687500 Penalty: 2134.168457 Iteration 5Q: 3 clusters Score -62568.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -62591.769531 Penalty: 2134.168457 Iteration 6Q: 3 clusters Score -62591.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -62612.609375 Penalty: 2134.168457 Iteration 7Q: 3 clusters Score -62612.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -62648.554688 Penalty: 2134.168457 Iteration 8Q: 3 clusters Score -62648.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -62682.214844 Penalty: 2134.168457 Iteration 9Q: 3 clusters Score -62682.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -62700.976562 Penalty: 2134.168457 Iteration 10Q: 3 clusters Score -62700.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -62714.957031 Penalty: 2134.168457 Iteration 11Q: 3 clusters Score -62714.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -62725.046875 Penalty: 2134.168457 Iteration 12Q: 3 clusters Score -62725.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -62730.746094 Penalty: 2134.168457 Iteration 13Q: 3 clusters Score -62730.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -62739.804688 Penalty: 2134.168457 Iteration 14Q: 3 clusters Score -62739.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -62749.355469 Penalty: 2134.168457 Iteration 15Q: 3 clusters Score -62749.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62753.937500 Penalty: 2134.168457 Iteration 16Q: 3 clusters Score -62753.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62757.472656 Penalty: 2134.168457 Iteration 17Q: 3 clusters Score -62757.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -62757.472656 Penalty: 2134.168457 Iteration 18F: 3 clusters Score -62757.47 nChanged 0 --- Evaluating fit on full set of 124963 points --- Entering Unmasked Estep Score: -12417641.000000 Penalty: 24791.820312 21->14 Clusters: Score -12417641.000000, best is -12457594.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 41654 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1968 members Mstep: Class 3 contains 2007 members Mstep: Class 4 contains 1990 members Mstep: Class 5 contains 2029 members Mstep: Class 6 contains 1995 members Mstep: Class 7 contains 2029 members Mstep: Class 8 contains 2007 members Mstep: Class 9 contains 1996 members Mstep: Class 10 contains 1979 members Mstep: Class 11 contains 1941 members Mstep: Class 12 contains 1979 members Mstep: Class 13 contains 2018 members Mstep: Class 14 contains 1964 members Mstep: Class 15 contains 2001 members Mstep: Class 16 contains 2008 members Mstep: Class 17 contains 1963 members Mstep: Class 18 contains 1941 members Mstep: Class 19 contains 1929 members Mstep: Class 20 contains 1965 members Mstep: Class 21 contains 1979 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 121.046448 but Gain 1728.539062 Score: -3805319.250000 Penalty: 34570.746094 Iteration 0F: 21 clusters Score -3805319 nChanged 38789 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1297 members Mstep: Class 3 contains 3487 members Mstep: Class 4 contains 1246 members Mstep: Class 5 contains 1499 members Mstep: Class 6 contains 1238 members Mstep: Class 8 contains 2328 members Mstep: Class 9 contains 6888 members Mstep: Class 10 contains 2434 members Mstep: Class 11 contains 661 members Mstep: Class 12 contains 3237 members Mstep: Class 13 contains 1729 members Mstep: Class 14 contains 2216 members Mstep: Class 15 contains 1370 members Mstep: Class 16 contains 1215 members Mstep: Class 17 contains 2385 members Mstep: Class 18 contains 1485 members Mstep: Class 19 contains 1448 members Mstep: Class 20 contains 1475 members Mstep: Class 21 contains 2028 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1228.683105 but Gain 1728.539062 Score: -3964955.750000 Penalty: 32842.207031 Iteration 1F: 20 clusters Score -3964956 nChanged 16779 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2137 members Mstep: Class 3 contains 5035 members Mstep: Class 4 contains 1630 members Mstep: Class 5 contains 1263 members Mstep: Class 6 contains 1359 members Mstep: Class 8 contains 2154 members Mstep: Class 9 contains 8992 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 309 members Mstep: Class 12 contains 2993 members Mstep: Class 13 contains 1507 members Mstep: Class 14 contains 1278 members Mstep: Class 15 contains 911 members Mstep: Class 16 contains 1728 members Mstep: Class 17 contains 1369 members Mstep: Class 18 contains 1009 members Mstep: Class 20 contains 1047 members Mstep: Class 21 contains 2506 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 918.582153 but Gain 1728.535156 Score: -4022524.250000 Penalty: 31113.671875 Iteration 2F: 19 clusters Score -4022524 nChanged 12351 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2795 members Mstep: Class 3 contains 7437 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 1063 members Mstep: Class 8 contains 2126 members Mstep: Class 9 contains 8136 members Mstep: Class 10 contains 3374 members Mstep: Class 11 contains 220 members Mstep: Class 12 contains 2278 members Mstep: Class 13 contains 1255 members Mstep: Class 14 contains 856 members Mstep: Class 15 contains 585 members Mstep: Class 16 contains 2714 members Mstep: Class 18 contains 791 members Mstep: Class 20 contains 977 members Mstep: Class 21 contains 2409 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1139.011108 but Gain 1728.537109 Score: -4060042.500000 Penalty: 29385.134766 Iteration 3F: 18 clusters Score -4060042 nChanged 9283 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 3019 members Mstep: Class 3 contains 9187 members Mstep: Class 4 contains 3140 members Mstep: Class 5 contains 662 members Mstep: Class 6 contains 844 members Mstep: Class 8 contains 2282 members Mstep: Class 9 contains 5564 members Mstep: Class 10 contains 3896 members Mstep: Class 11 contains 290 members Mstep: Class 12 contains 2143 members Mstep: Class 13 contains 1194 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 357 members Mstep: Class 16 contains 3675 members Mstep: Class 20 contains 1037 members Mstep: Class 21 contains 2785 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 1557.387817 but Gain 1728.537109 Score: -4086713.000000 Penalty: 27656.597656 Iteration 4F: 17 clusters Score -4086713 nChanged 6065 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3005 members Mstep: Class 3 contains 10294 members Mstep: Class 4 contains 3086 members Mstep: Class 5 contains 610 members Mstep: Class 6 contains 785 members Mstep: Class 8 contains 2255 members Mstep: Class 9 contains 4349 members Mstep: Class 10 contains 3826 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 2286 members Mstep: Class 13 contains 1108 members Mstep: Class 14 contains 537 members Mstep: Class 16 contains 3847 members Mstep: Class 20 contains 1095 members Mstep: Class 21 contains 3496 members Entering Unmasked Estep ConsiderDeletion Score: -4097914.750000 Penalty: 27656.597656 Iteration 5F: 17 clusters Score -4097915 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2967 members Mstep: Class 3 contains 10447 members Mstep: Class 4 contains 2841 members Mstep: Class 5 contains 584 members Mstep: Class 6 contains 795 members Mstep: Class 8 contains 2246 members Mstep: Class 9 contains 4151 members Mstep: Class 10 contains 3505 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 2524 members Mstep: Class 13 contains 1009 members Mstep: Class 14 contains 433 members Mstep: Class 16 contains 3805 members Mstep: Class 20 contains 1105 members Mstep: Class 21 contains 4309 members Entering Unmasked Estep ConsiderDeletion Score: -4102523.000000 Penalty: 27656.597656 Iteration 6F: 17 clusters Score -4102523 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2930 members Mstep: Class 3 contains 10432 members Mstep: Class 4 contains 2598 members Mstep: Class 5 contains 605 members Mstep: Class 6 contains 804 members Mstep: Class 8 contains 2228 members Mstep: Class 9 contains 4103 members Mstep: Class 10 contains 3145 members Mstep: Class 11 contains 434 members Mstep: Class 12 contains 2645 members Mstep: Class 13 contains 929 members Mstep: Class 14 contains 397 members Mstep: Class 16 contains 3746 members Mstep: Class 20 contains 1139 members Mstep: Class 21 contains 5112 members Entering Unmasked Estep ConsiderDeletion Score: -4105467.250000 Penalty: 27656.597656 Iteration 7F: 17 clusters Score -4105467 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2890 members Mstep: Class 3 contains 10316 members Mstep: Class 4 contains 2372 members Mstep: Class 5 contains 660 members Mstep: Class 6 contains 813 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 4136 members Mstep: Class 10 contains 2869 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 2715 members Mstep: Class 13 contains 879 members Mstep: Class 14 contains 372 members Mstep: Class 16 contains 3710 members Mstep: Class 20 contains 1177 members Mstep: Class 21 contains 5832 members Entering Unmasked Estep ConsiderDeletion Score: -4107954.250000 Penalty: 27656.597656 Iteration 8F: 17 clusters Score -4107954 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2867 members Mstep: Class 3 contains 10206 members Mstep: Class 4 contains 2182 members Mstep: Class 5 contains 712 members Mstep: Class 6 contains 814 members Mstep: Class 8 contains 1952 members Mstep: Class 9 contains 4165 members Mstep: Class 10 contains 2693 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 2737 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 349 members Mstep: Class 16 contains 3626 members Mstep: Class 20 contains 1206 members Mstep: Class 21 contains 6506 members Entering Unmasked Estep ConsiderDeletion Score: -4109941.750000 Penalty: 27656.597656 Iteration 9Q: 17 clusters Score -4109942 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2844 members Mstep: Class 3 contains 10071 members Mstep: Class 4 contains 1997 members Mstep: Class 5 contains 770 members Mstep: Class 6 contains 817 members Mstep: Class 8 contains 1767 members Mstep: Class 9 contains 4211 members Mstep: Class 10 contains 2661 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 2749 members Mstep: Class 13 contains 852 members Mstep: Class 14 contains 336 members Mstep: Class 16 contains 3459 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 7115 members Entering Unmasked Estep ConsiderDeletion Score: -4111747.000000 Penalty: 27656.597656 Iteration 10Q: 17 clusters Score -4111747 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2816 members Mstep: Class 3 contains 9948 members Mstep: Class 4 contains 1828 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 820 members Mstep: Class 8 contains 1622 members Mstep: Class 9 contains 4265 members Mstep: Class 10 contains 2722 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 2758 members Mstep: Class 13 contains 847 members Mstep: Class 14 contains 329 members Mstep: Class 16 contains 3176 members Mstep: Class 20 contains 1292 members Mstep: Class 21 contains 7658 members Entering Unmasked Estep ConsiderDeletion Score: -4113884.750000 Penalty: 27656.597656 Iteration 11Q: 17 clusters Score -4113885 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2784 members Mstep: Class 3 contains 9839 members Mstep: Class 4 contains 1643 members Mstep: Class 5 contains 850 members Mstep: Class 6 contains 823 members Mstep: Class 8 contains 1503 members Mstep: Class 9 contains 4318 members Mstep: Class 10 contains 3060 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 2776 members Mstep: Class 13 contains 846 members Mstep: Class 14 contains 322 members Mstep: Class 16 contains 2670 members Mstep: Class 20 contains 1348 members Mstep: Class 21 contains 8116 members Entering Unmasked Estep ConsiderDeletion Score: -4116839.750000 Penalty: 27656.597656 Iteration 12Q: 17 clusters Score -4116840 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2751 members Mstep: Class 3 contains 9732 members Mstep: Class 4 contains 1461 members Mstep: Class 5 contains 883 members Mstep: Class 6 contains 824 members Mstep: Class 8 contains 1381 members Mstep: Class 9 contains 4371 members Mstep: Class 10 contains 3734 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 2815 members Mstep: Class 13 contains 840 members Mstep: Class 14 contains 316 members Mstep: Class 16 contains 1965 members Mstep: Class 20 contains 1398 members Mstep: Class 21 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -4118751.500000 Penalty: 27656.597656 Iteration 13Q: 17 clusters Score -4118752 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2699 members Mstep: Class 3 contains 9614 members Mstep: Class 4 contains 1353 members Mstep: Class 5 contains 914 members Mstep: Class 6 contains 826 members Mstep: Class 8 contains 1292 members Mstep: Class 9 contains 4427 members Mstep: Class 10 contains 4271 members Mstep: Class 11 contains 442 members Mstep: Class 12 contains 2831 members Mstep: Class 13 contains 854 members Mstep: Class 14 contains 305 members Mstep: Class 16 contains 1354 members Mstep: Class 20 contains 1465 members Mstep: Class 21 contains 8695 members Entering Unmasked Estep ConsiderDeletion Score: -4119893.750000 Penalty: 27656.597656 Iteration 14Q: 17 clusters Score -4119894 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2656 members Mstep: Class 3 contains 9511 members Mstep: Class 4 contains 1287 members Mstep: Class 5 contains 938 members Mstep: Class 6 contains 822 members Mstep: Class 8 contains 1232 members Mstep: Class 9 contains 4480 members Mstep: Class 10 contains 4586 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2810 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 300 members Mstep: Class 16 contains 980 members Mstep: Class 20 contains 1528 members Mstep: Class 21 contains 8912 members Entering Unmasked Estep ConsiderDeletion Score: -4120514.750000 Penalty: 27656.597656 Iteration 15Q: 17 clusters Score -4120515 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2607 members Mstep: Class 3 contains 9420 members Mstep: Class 4 contains 1241 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 819 members Mstep: Class 8 contains 1193 members Mstep: Class 9 contains 4523 members Mstep: Class 10 contains 4705 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2785 members Mstep: Class 13 contains 863 members Mstep: Class 14 contains 299 members Mstep: Class 16 contains 805 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 9092 members Entering Unmasked Estep ConsiderDeletion Score: -4120924.250000 Penalty: 27656.597656 Iteration 16Q: 17 clusters Score -4120924 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2553 members Mstep: Class 3 contains 9307 members Mstep: Class 4 contains 1204 members Mstep: Class 5 contains 964 members Mstep: Class 6 contains 813 members Mstep: Class 8 contains 1167 members Mstep: Class 9 contains 4595 members Mstep: Class 10 contains 4767 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 873 members Mstep: Class 14 contains 299 members Mstep: Class 16 contains 695 members Mstep: Class 20 contains 1661 members Mstep: Class 21 contains 9242 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1651.528442 but Gain 1728.537109 Score: -4121316.250000 Penalty: 25928.060547 Iteration 17Q: 16 clusters Score -4121316 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2497 members Mstep: Class 3 contains 9203 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 811 members Mstep: Class 8 contains 1156 members Mstep: Class 9 contains 4663 members Mstep: Class 10 contains 4905 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2819 members Mstep: Class 13 contains 887 members Mstep: Class 14 contains 299 members Mstep: Class 20 contains 1722 members Mstep: Class 21 contains 9447 members Entering Unmasked Estep ConsiderDeletion Score: -4123014.500000 Penalty: 25928.060547 Iteration 18Q: 16 clusters Score -4123014 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2439 members Mstep: Class 3 contains 9078 members Mstep: Class 4 contains 1429 members Mstep: Class 5 contains 980 members Mstep: Class 6 contains 810 members Mstep: Class 8 contains 1145 members Mstep: Class 9 contains 4750 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2778 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 299 members Mstep: Class 20 contains 1783 members Mstep: Class 21 contains 9590 members Entering Unmasked Estep ConsiderDeletion Score: -4123274.750000 Penalty: 25928.060547 Iteration 19Q: 16 clusters Score -4123275 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2374 members Mstep: Class 3 contains 8938 members Mstep: Class 4 contains 1379 members Mstep: Class 5 contains 990 members Mstep: Class 6 contains 797 members Mstep: Class 8 contains 1151 members Mstep: Class 9 contains 4843 members Mstep: Class 10 contains 4944 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2739 members Mstep: Class 13 contains 879 members Mstep: Class 14 contains 298 members Mstep: Class 20 contains 1864 members Mstep: Class 21 contains 9706 members Entering Unmasked Estep ConsiderDeletion Score: -4123581.000000 Penalty: 25928.060547 Iteration 20F: 16 clusters Score -4123581 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2309 members Mstep: Class 3 contains 8745 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 999 members Mstep: Class 6 contains 776 members Mstep: Class 8 contains 1167 members Mstep: Class 9 contains 4974 members Mstep: Class 10 contains 4955 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2690 members Mstep: Class 13 contains 897 members Mstep: Class 14 contains 298 members Mstep: Class 20 contains 1949 members Mstep: Class 21 contains 9814 members Entering Unmasked Estep ConsiderDeletion Score: -4123967.750000 Penalty: 25928.060547 Iteration 21Q: 16 clusters Score -4123968 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2214 members Mstep: Class 3 contains 8537 members Mstep: Class 4 contains 1299 members Mstep: Class 5 contains 1006 members Mstep: Class 6 contains 756 members Mstep: Class 8 contains 1189 members Mstep: Class 9 contains 5125 members Mstep: Class 10 contains 4957 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2638 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 299 members Mstep: Class 20 contains 2062 members Mstep: Class 21 contains 9912 members Entering Unmasked Estep ConsiderDeletion Score: -4124306.000000 Penalty: 25928.060547 Iteration 22Q: 16 clusters Score -4124306 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2102 members Mstep: Class 3 contains 8296 members Mstep: Class 4 contains 1273 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 740 members Mstep: Class 8 contains 1214 members Mstep: Class 9 contains 5308 members Mstep: Class 10 contains 4958 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2588 members Mstep: Class 13 contains 909 members Mstep: Class 14 contains 300 members Mstep: Class 20 contains 2185 members Mstep: Class 21 contains 10007 members Entering Unmasked Estep ConsiderDeletion Score: -4124691.000000 Penalty: 25928.060547 Iteration 23Q: 16 clusters Score -4124691 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1968 members Mstep: Class 3 contains 8020 members Mstep: Class 4 contains 1249 members Mstep: Class 5 contains 1040 members Mstep: Class 6 contains 712 members Mstep: Class 8 contains 1245 members Mstep: Class 9 contains 5518 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2533 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 302 members Mstep: Class 20 contains 2343 members Mstep: Class 21 contains 10102 members Entering Unmasked Estep ConsiderDeletion Score: -4125246.500000 Penalty: 25928.060547 Iteration 24Q: 16 clusters Score -4125246 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1773 members Mstep: Class 3 contains 7717 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 1065 members Mstep: Class 6 contains 675 members Mstep: Class 8 contains 1264 members Mstep: Class 9 contains 5759 members Mstep: Class 10 contains 4959 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2489 members Mstep: Class 13 contains 901 members Mstep: Class 14 contains 306 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 10199 members Entering Unmasked Estep ConsiderDeletion Score: -4125953.000000 Penalty: 25928.060547 Iteration 25Q: 16 clusters Score -4125953 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1591 members Mstep: Class 3 contains 7395 members Mstep: Class 4 contains 1217 members Mstep: Class 5 contains 1091 members Mstep: Class 6 contains 638 members Mstep: Class 8 contains 1297 members Mstep: Class 9 contains 6000 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2438 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 308 members Mstep: Class 20 contains 2778 members Mstep: Class 21 contains 10291 members Entering Unmasked Estep ConsiderDeletion Score: -4126751.250000 Penalty: 25928.060547 Iteration 26Q: 16 clusters Score -4126751 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1424 members Mstep: Class 3 contains 7040 members Mstep: Class 4 contains 1195 members Mstep: Class 5 contains 1126 members Mstep: Class 6 contains 622 members Mstep: Class 8 contains 1310 members Mstep: Class 9 contains 6278 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 2398 members Mstep: Class 13 contains 892 members Mstep: Class 14 contains 307 members Mstep: Class 20 contains 2958 members Mstep: Class 21 contains 10391 members Entering Unmasked Estep ConsiderDeletion Score: -4127590.750000 Penalty: 25928.060547 Iteration 27Q: 16 clusters Score -4127591 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1299 members Mstep: Class 3 contains 6656 members Mstep: Class 4 contains 1181 members Mstep: Class 5 contains 1183 members Mstep: Class 6 contains 614 members Mstep: Class 8 contains 1331 members Mstep: Class 9 contains 6573 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2381 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 310 members Mstep: Class 20 contains 3083 members Mstep: Class 21 contains 10450 members Entering Unmasked Estep ConsiderDeletion Score: -4128563.750000 Penalty: 25928.060547 Iteration 28Q: 16 clusters Score -4128564 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1220 members Mstep: Class 3 contains 6233 members Mstep: Class 4 contains 1168 members Mstep: Class 5 contains 1247 members Mstep: Class 6 contains 609 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 6903 members Mstep: Class 10 contains 4961 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2370 members Mstep: Class 13 contains 879 members Mstep: Class 14 contains 310 members Mstep: Class 20 contains 3161 members Mstep: Class 21 contains 10509 members Entering Unmasked Estep ConsiderDeletion Score: -4129815.750000 Penalty: 25928.060547 Iteration 29Q: 16 clusters Score -4129816 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1173 members Mstep: Class 3 contains 5704 members Mstep: Class 4 contains 1160 members Mstep: Class 5 contains 1269 members Mstep: Class 6 contains 607 members Mstep: Class 8 contains 1330 members Mstep: Class 9 contains 7387 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2357 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 314 members Mstep: Class 20 contains 3205 members Mstep: Class 21 contains 10562 members Entering Unmasked Estep ConsiderDeletion Score: -4130770.750000 Penalty: 25928.060547 Iteration 30Q: 16 clusters Score -4130771 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 5088 members Mstep: Class 4 contains 1147 members Mstep: Class 5 contains 1257 members Mstep: Class 6 contains 606 members Mstep: Class 8 contains 1309 members Mstep: Class 9 contains 8006 members Mstep: Class 10 contains 4959 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2345 members Mstep: Class 13 contains 872 members Mstep: Class 14 contains 314 members Mstep: Class 20 contains 3233 members Mstep: Class 21 contains 10621 members Entering Unmasked Estep ConsiderDeletion Score: -4131679.250000 Penalty: 25928.060547 Iteration 31Q: 16 clusters Score -4131679 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1137 members Mstep: Class 3 contains 4533 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 1210 members Mstep: Class 6 contains 606 members Mstep: Class 8 contains 1287 members Mstep: Class 9 contains 8608 members Mstep: Class 10 contains 4961 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2333 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 315 members Mstep: Class 20 contains 3238 members Mstep: Class 21 contains 10674 members Entering Unmasked Estep ConsiderDeletion Score: -4132457.000000 Penalty: 25928.060547 Iteration 32Q: 16 clusters Score -4132457 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1129 members Mstep: Class 3 contains 4103 members Mstep: Class 4 contains 1121 members Mstep: Class 5 contains 1139 members Mstep: Class 6 contains 607 members Mstep: Class 8 contains 1272 members Mstep: Class 9 contains 9110 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2321 members Mstep: Class 13 contains 866 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3245 members Mstep: Class 21 contains 10714 members Entering Unmasked Estep ConsiderDeletion Score: -4133053.000000 Penalty: 25928.060547 Iteration 33Q: 16 clusters Score -4133053 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1127 members Mstep: Class 3 contains 3827 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1065 members Mstep: Class 6 contains 606 members Mstep: Class 8 contains 1262 members Mstep: Class 9 contains 9452 members Mstep: Class 10 contains 4963 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2320 members Mstep: Class 13 contains 865 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3247 members Mstep: Class 21 contains 10748 members Entering Unmasked Estep ConsiderDeletion Score: -4133468.500000 Penalty: 25928.060547 Iteration 34Q: 16 clusters Score -4133468 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1125 members Mstep: Class 3 contains 3724 members Mstep: Class 4 contains 1098 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 606 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 9640 members Mstep: Class 10 contains 4963 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2318 members Mstep: Class 13 contains 865 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3248 members Mstep: Class 21 contains 10774 members Entering Unmasked Estep ConsiderDeletion Score: -4133766.000000 Penalty: 25928.060547 Iteration 35Q: 16 clusters Score -4133766 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3710 members Mstep: Class 4 contains 1091 members Mstep: Class 5 contains 879 members Mstep: Class 6 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 9744 members Mstep: Class 10 contains 4963 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2312 members Mstep: Class 13 contains 864 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3250 members Mstep: Class 21 contains 10796 members Entering Unmasked Estep ConsiderDeletion Score: -4134021.750000 Penalty: 25928.060547 Iteration 36Q: 16 clusters Score -4134022 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3727 members Mstep: Class 4 contains 1084 members Mstep: Class 5 contains 800 members Mstep: Class 6 contains 605 members Mstep: Class 8 contains 1244 members Mstep: Class 9 contains 9804 members Mstep: Class 10 contains 4963 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2306 members Mstep: Class 13 contains 862 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3249 members Mstep: Class 21 contains 10821 members Entering Unmasked Estep ConsiderDeletion Score: -4134198.750000 Penalty: 25928.060547 Iteration 37Q: 16 clusters Score -4134199 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3741 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 732 members Mstep: Class 6 contains 605 members Mstep: Class 8 contains 1237 members Mstep: Class 9 contains 9854 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2305 members Mstep: Class 13 contains 862 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3249 members Mstep: Class 21 contains 10844 members Entering Unmasked Estep ConsiderDeletion Score: -4134356.500000 Penalty: 25928.060547 Iteration 38Q: 16 clusters Score -4134356 nChanged 135 Entering ConstructFrom: Score: -4134356.500000 Penalty: 25928.060547 Entering ConstructFrom: Trying to split cluster 1 (299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Entering Unmasked Estep Score: -30138.759766 Penalty: 926.322083 Iteration 0F: 2 clusters Score -30138.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29310.988281 Penalty: 1852.644165 Iteration 0F: 3 clusters Score -29310.99 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -29464.869141 Penalty: 1852.644165 Iteration 1F: 3 clusters Score -29464.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29499.724609 Penalty: 1852.644165 Iteration 2Q: 3 clusters Score -29499.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29523.017578 Penalty: 1852.644165 Iteration 3Q: 3 clusters Score -29523.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -29544.755859 Penalty: 1852.644165 Iteration 4Q: 3 clusters Score -29544.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -29555.101562 Penalty: 1852.644165 Iteration 5Q: 3 clusters Score -29555.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -29556.500000 Penalty: 1852.644165 Iteration 6Q: 3 clusters Score -29556.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -29556.500000 Penalty: 1852.644165 Iteration 7F: 3 clusters Score -29556.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -115232.101562 Penalty: 1141.505493 Iteration 0F: 2 clusters Score -115232.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -113715.585938 Penalty: 2283.010986 Iteration 0F: 3 clusters Score -113715.6 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -113979.250000 Penalty: 2283.010986 Iteration 1F: 3 clusters Score -113979.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -114046.820312 Penalty: 2283.010986 Iteration 2F: 3 clusters Score -114046.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -114079.640625 Penalty: 2283.010986 Iteration 3Q: 3 clusters Score -114079.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -114096.609375 Penalty: 2283.010986 Iteration 4Q: 3 clusters Score -114096.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -114106.382812 Penalty: 2283.010986 Iteration 5Q: 3 clusters Score -114106.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -114107.953125 Penalty: 2283.010986 Iteration 6Q: 3 clusters Score -114108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -114109.859375 Penalty: 2283.010986 Iteration 7Q: 3 clusters Score -114109.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -114111.437500 Penalty: 2283.010986 Iteration 8Q: 3 clusters Score -114111.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -114111.437500 Penalty: 2283.010986 Iteration 9F: 3 clusters Score -114111.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Entering Unmasked Estep Score: -388302.343750 Penalty: 1337.685059 Iteration 0F: 2 clusters Score -388302.3 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 1829 members Entering Unmasked Estep Score: -385126.250000 Penalty: 2675.370117 Iteration 0F: 3 clusters Score -385126.2 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -386187.875000 Penalty: 2675.370117 Iteration 1F: 3 clusters Score -386187.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -386926.562500 Penalty: 2675.370117 Iteration 2F: 3 clusters Score -386926.6 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -387719.281250 Penalty: 2675.370117 Iteration 3F: 3 clusters Score -387719.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -388225.312500 Penalty: 2675.370117 Iteration 4F: 3 clusters Score -388225.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -388616.000000 Penalty: 2675.370117 Iteration 5F: 3 clusters Score -388616 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -388938.593750 Penalty: 2675.370117 Iteration 6Q: 3 clusters Score -388938.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -389145.437500 Penalty: 2675.370117 Iteration 7Q: 3 clusters Score -389145.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -389227.812500 Penalty: 2675.370117 Iteration 8Q: 3 clusters Score -389227.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -389260.437500 Penalty: 2675.370117 Iteration 9Q: 3 clusters Score -389260.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -389281.687500 Penalty: 2675.370117 Iteration 10Q: 3 clusters Score -389281.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -389304.468750 Penalty: 2675.370117 Iteration 11Q: 3 clusters Score -389304.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -389312.843750 Penalty: 2675.370117 Iteration 12Q: 3 clusters Score -389312.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -389315.062500 Penalty: 2675.370117 Iteration 13Q: 3 clusters Score -389315.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -389321.500000 Penalty: 2675.370117 Iteration 14Q: 3 clusters Score -389321.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -389326.375000 Penalty: 2675.370117 Iteration 15Q: 3 clusters Score -389326.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -389332.843750 Penalty: 2675.370117 Iteration 16Q: 3 clusters Score -389332.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -389342.937500 Penalty: 2675.370117 Iteration 17Q: 3 clusters Score -389342.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -389349.062500 Penalty: 2675.370117 Iteration 18Q: 3 clusters Score -389349.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -389353.031250 Penalty: 2675.370117 Iteration 19Q: 3 clusters Score -389353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -389356.531250 Penalty: 2675.370117 Iteration 20F: 3 clusters Score -389356.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -389360.875000 Penalty: 2675.370117 Iteration 21Q: 3 clusters Score -389360.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -389364.093750 Penalty: 2675.370117 Iteration 22Q: 3 clusters Score -389364.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -389365.906250 Penalty: 2675.370117 Iteration 23Q: 3 clusters Score -389365.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -389367.781250 Penalty: 2675.370117 Iteration 24Q: 3 clusters Score -389367.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -389367.937500 Penalty: 2675.370117 Iteration 25Q: 3 clusters Score -389367.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -389367.937500 Penalty: 2675.370117 Iteration 26F: 3 clusters Score -389367.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3262 members Mstep: Class 4 contains 1065 members Mstep: Class 5 contains 678 members Mstep: Class 6 contains 605 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 1232 members Mstep: Class 9 contains 9888 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2303 members Mstep: Class 13 contains 861 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 3249 members Mstep: Class 21 contains 10863 members Entering Unmasked Estep Score: -4135052.250000 Penalty: 27656.597656 Splitting cluster 3 changes total score from -4134356.500000 to -4135052.250000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 4 (1065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Entering Unmasked Estep Score: -99439.289062 Penalty: 1132.743652 Iteration 0F: 2 clusters Score -99439.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -97937.828125 Penalty: 2265.487305 Iteration 0F: 3 clusters Score -97937.83 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -98182.109375 Penalty: 2265.487305 Iteration 1F: 3 clusters Score -98182.11 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -98249.367188 Penalty: 2265.487305 Iteration 2F: 3 clusters Score -98249.37 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -98293.992188 Penalty: 2265.487305 Iteration 3Q: 3 clusters Score -98293.99 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -98329.968750 Penalty: 2265.487305 Iteration 4Q: 3 clusters Score -98329.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -98342.734375 Penalty: 2265.487305 Iteration 5Q: 3 clusters Score -98342.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -98357.390625 Penalty: 2265.487305 Iteration 6Q: 3 clusters Score -98357.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -98370.187500 Penalty: 2265.487305 Iteration 7Q: 3 clusters Score -98370.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -98385.632812 Penalty: 2265.487305 Iteration 8Q: 3 clusters Score -98385.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -98396.414062 Penalty: 2265.487305 Iteration 9Q: 3 clusters Score -98396.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -98401.164062 Penalty: 2265.487305 Iteration 10Q: 3 clusters Score -98401.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -98406.906250 Penalty: 2265.487305 Iteration 11Q: 3 clusters Score -98406.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -98412.695312 Penalty: 2265.487305 Iteration 12Q: 3 clusters Score -98412.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -98415.851562 Penalty: 2265.487305 Iteration 13Q: 3 clusters Score -98415.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -98420.414062 Penalty: 2265.487305 Iteration 14Q: 3 clusters Score -98420.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -98425.007812 Penalty: 2265.487305 Iteration 15Q: 3 clusters Score -98425.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -98427.742188 Penalty: 2265.487305 Iteration 16Q: 3 clusters Score -98427.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -98432.429688 Penalty: 2265.487305 Iteration 17Q: 3 clusters Score -98432.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -98435.875000 Penalty: 2265.487305 Iteration 18Q: 3 clusters Score -98435.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -98437.750000 Penalty: 2265.487305 Iteration 19Q: 3 clusters Score -98437.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -98441.281250 Penalty: 2265.487305 Iteration 20F: 3 clusters Score -98441.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -98445.812500 Penalty: 2265.487305 Iteration 21Q: 3 clusters Score -98445.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -98449.914062 Penalty: 2265.487305 Iteration 22Q: 3 clusters Score -98449.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -98453.109375 Penalty: 2265.487305 Iteration 23Q: 3 clusters Score -98453.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -98455.257812 Penalty: 2265.487305 Iteration 24Q: 3 clusters Score -98455.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -98455.257812 Penalty: 2265.487305 Iteration 25F: 3 clusters Score -98455.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -64494.792969 Penalty: 1059.361450 Iteration 0F: 2 clusters Score -64494.79 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 349 members Entering Unmasked Estep Score: -63379.363281 Penalty: 2118.722900 Iteration 0F: 3 clusters Score -63379.36 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -63936.023438 Penalty: 2118.722900 Iteration 1F: 3 clusters Score -63936.02 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -64340.976562 Penalty: 2118.722900 Iteration 2F: 3 clusters Score -64340.98 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -64634.503906 Penalty: 2118.722900 Iteration 3F: 3 clusters Score -64634.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -64818.742188 Penalty: 2118.722900 Iteration 4F: 3 clusters Score -64818.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -64926.906250 Penalty: 2118.722900 Iteration 5Q: 3 clusters Score -64926.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -64991.792969 Penalty: 2118.722900 Iteration 6Q: 3 clusters Score -64991.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -65023.457031 Penalty: 2118.722900 Iteration 7Q: 3 clusters Score -65023.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -65036.562500 Penalty: 2118.722900 Iteration 8Q: 3 clusters Score -65036.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -65039.070312 Penalty: 2118.722900 Iteration 9Q: 3 clusters Score -65039.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -65039.070312 Penalty: 2118.722900 Iteration 10F: 3 clusters Score -65039.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3262 members Mstep: Class 4 contains 1065 members Mstep: Class 5 contains 75 members Mstep: Class 6 contains 605 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 1232 members Mstep: Class 9 contains 9888 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2303 members Mstep: Class 13 contains 861 members Mstep: Class 14 contains 316 members Mstep: Class 15 contains 603 members Mstep: Class 20 contains 3249 members Mstep: Class 21 contains 10863 members Entering Unmasked Estep Score: -4134927.000000 Penalty: 29385.134766 Splitting cluster 5 changes total score from -4134356.500000 to -4134927.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 6 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -55968.691406 Penalty: 1040.849609 Iteration 0F: 2 clusters Score -55968.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -54869.187500 Penalty: 2081.699219 Iteration 0F: 3 clusters Score -54869.19 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -55148.210938 Penalty: 2081.699219 Iteration 1F: 3 clusters Score -55148.21 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -55272.054688 Penalty: 2081.699219 Iteration 2F: 3 clusters Score -55272.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -55369.878906 Penalty: 2081.699219 Iteration 3F: 3 clusters Score -55369.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -55485.289062 Penalty: 2081.699219 Iteration 4Q: 3 clusters Score -55485.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -55550.542969 Penalty: 2081.699219 Iteration 5Q: 3 clusters Score -55550.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -55583.855469 Penalty: 2081.699219 Iteration 6Q: 3 clusters Score -55583.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -55604.808594 Penalty: 2081.699219 Iteration 7Q: 3 clusters Score -55604.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -55630.828125 Penalty: 2081.699219 Iteration 8Q: 3 clusters Score -55630.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -55646.585938 Penalty: 2081.699219 Iteration 9Q: 3 clusters Score -55646.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -55651.851562 Penalty: 2081.699219 Iteration 10Q: 3 clusters Score -55651.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -55654.796875 Penalty: 2081.699219 Iteration 11Q: 3 clusters Score -55654.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -55654.796875 Penalty: 2081.699219 Iteration 12F: 3 clusters Score -55654.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Entering Unmasked Estep Score: -124225.671875 Penalty: 1156.414062 Iteration 0F: 2 clusters Score -124225.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -122606.046875 Penalty: 2312.828125 Iteration 0F: 3 clusters Score -122606 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -122898.218750 Penalty: 2312.828125 Iteration 1F: 3 clusters Score -122898.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -122979.460938 Penalty: 2312.828125 Iteration 2F: 3 clusters Score -122979.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -123015.734375 Penalty: 2312.828125 Iteration 3Q: 3 clusters Score -123015.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -123037.359375 Penalty: 2312.828125 Iteration 4Q: 3 clusters Score -123037.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -123052.476562 Penalty: 2312.828125 Iteration 5Q: 3 clusters Score -123052.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -123065.078125 Penalty: 2312.828125 Iteration 6Q: 3 clusters Score -123065.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -123075.828125 Penalty: 2312.828125 Iteration 7Q: 3 clusters Score -123075.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -123084.750000 Penalty: 2312.828125 Iteration 8Q: 3 clusters Score -123084.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -123092.093750 Penalty: 2312.828125 Iteration 9Q: 3 clusters Score -123092.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -123099.835938 Penalty: 2312.828125 Iteration 10Q: 3 clusters Score -123099.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -123109.726562 Penalty: 2312.828125 Iteration 11Q: 3 clusters Score -123109.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -123119.437500 Penalty: 2312.828125 Iteration 12Q: 3 clusters Score -123119.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -123124.859375 Penalty: 2312.828125 Iteration 13Q: 3 clusters Score -123124.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -123126.328125 Penalty: 2312.828125 Iteration 14Q: 3 clusters Score -123126.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -123126.328125 Penalty: 2312.828125 Iteration 15F: 3 clusters Score -123126.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Entering Unmasked Estep Score: -1044973.375000 Penalty: 1494.850098 Iteration 0F: 2 clusters Score -1044973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1037966.625000 Penalty: 2989.700195 Iteration 0F: 3 clusters Score -1037967 nChanged 4214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1040259.812500 Penalty: 2989.700195 Iteration 1F: 3 clusters Score -1040260 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1040564.812500 Penalty: 2989.700195 Iteration 2F: 3 clusters Score -1040565 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1040875.437500 Penalty: 2989.700195 Iteration 3F: 3 clusters Score -1040875 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -1041229.312500 Penalty: 2989.700195 Iteration 4F: 3 clusters Score -1041229 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1041660.875000 Penalty: 2989.700195 Iteration 5F: 3 clusters Score -1041661 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -1042117.500000 Penalty: 2989.700195 Iteration 6F: 3 clusters Score -1042118 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -1042569.187500 Penalty: 2989.700195 Iteration 7F: 3 clusters Score -1042569 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -1042984.000000 Penalty: 2989.700195 Iteration 8F: 3 clusters Score -1042984 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -1043277.687500 Penalty: 2989.700195 Iteration 9Q: 3 clusters Score -1043278 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1043483.250000 Penalty: 2989.700195 Iteration 10Q: 3 clusters Score -1043483 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -1043639.062500 Penalty: 2989.700195 Iteration 11Q: 3 clusters Score -1043639 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -1043722.437500 Penalty: 2989.700195 Iteration 12Q: 3 clusters Score -1043722 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1043780.375000 Penalty: 2989.700195 Iteration 13Q: 3 clusters Score -1043780 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -1043823.062500 Penalty: 2989.700195 Iteration 14Q: 3 clusters Score -1043823 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -1043850.375000 Penalty: 2989.700195 Iteration 15Q: 3 clusters Score -1043850 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -1043871.562500 Penalty: 2989.700195 Iteration 16Q: 3 clusters Score -1043872 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1043885.500000 Penalty: 2989.700195 Iteration 17Q: 3 clusters Score -1043886 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -1043902.500000 Penalty: 2989.700195 Iteration 18Q: 3 clusters Score -1043902 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 8546 members Entering Unmasked Estep Score: -1043923.125000 Penalty: 2989.700195 Iteration 19Q: 3 clusters Score -1043923 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -1043938.125000 Penalty: 2989.700195 Iteration 20F: 3 clusters Score -1043938 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1043948.687500 Penalty: 2989.700195 Iteration 21Q: 3 clusters Score -1043949 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -1043956.875000 Penalty: 2989.700195 Iteration 22Q: 3 clusters Score -1043957 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -1043962.812500 Penalty: 2989.700195 Iteration 23Q: 3 clusters Score -1043963 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -1043970.000000 Penalty: 2989.700195 Iteration 24Q: 3 clusters Score -1043970 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -1043975.250000 Penalty: 2989.700195 Iteration 25Q: 3 clusters Score -1043975 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -1043984.187500 Penalty: 2989.700195 Iteration 26Q: 3 clusters Score -1043984 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -1043985.125000 Penalty: 2989.700195 Iteration 27Q: 3 clusters Score -1043985 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1043989.625000 Penalty: 2989.700195 Iteration 28Q: 3 clusters Score -1043990 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1043997.125000 Penalty: 2989.700195 Iteration 29Q: 3 clusters Score -1043997 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1044002.812500 Penalty: 2989.700195 Iteration 30Q: 3 clusters Score -1044003 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -1044005.125000 Penalty: 2989.700195 Iteration 31Q: 3 clusters Score -1044005 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -1044006.750000 Penalty: 2989.700195 Iteration 32Q: 3 clusters Score -1044007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -1044008.750000 Penalty: 2989.700195 Iteration 33Q: 3 clusters Score -1044009 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -1044010.375000 Penalty: 2989.700195 Iteration 34Q: 3 clusters Score -1044010 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -1044019.750000 Penalty: 2989.700195 Iteration 35Q: 3 clusters Score -1044020 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -1044022.687500 Penalty: 2989.700195 Iteration 36Q: 3 clusters Score -1044023 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -1044026.937500 Penalty: 2989.700195 Iteration 37Q: 3 clusters Score -1044027 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -1044027.937500 Penalty: 2989.700195 Iteration 38Q: 3 clusters Score -1044028 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1044027.562500 Penalty: 2989.700195 Iteration 39Q: 3 clusters Score -1044028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -1044026.500000 Penalty: 2989.700195 Iteration 40F: 3 clusters Score -1044026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -1044027.312500 Penalty: 2989.700195 Iteration 41Q: 3 clusters Score -1044027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -1044027.312500 Penalty: 2989.700195 Iteration 42F: 3 clusters Score -1044027 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Entering Unmasked Estep Score: -500883.718750 Penalty: 1382.804199 Iteration 0F: 2 clusters Score -500883.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -496915.125000 Penalty: 2765.608398 Iteration 0F: 3 clusters Score -496915.1 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -498007.625000 Penalty: 2765.608398 Iteration 1F: 3 clusters Score -498007.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -498203.468750 Penalty: 2765.608398 Iteration 2F: 3 clusters Score -498203.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -498355.125000 Penalty: 2765.608398 Iteration 3F: 3 clusters Score -498355.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -498507.843750 Penalty: 2765.608398 Iteration 4Q: 3 clusters Score -498507.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -498646.187500 Penalty: 2765.608398 Iteration 5Q: 3 clusters Score -498646.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -498780.468750 Penalty: 2765.608398 Iteration 6Q: 3 clusters Score -498780.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -498920.406250 Penalty: 2765.608398 Iteration 7Q: 3 clusters Score -498920.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -499051.343750 Penalty: 2765.608398 Iteration 8Q: 3 clusters Score -499051.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -499173.593750 Penalty: 2765.608398 Iteration 9Q: 3 clusters Score -499173.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -499283.687500 Penalty: 2765.608398 Iteration 10Q: 3 clusters Score -499283.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -499380.625000 Penalty: 2765.608398 Iteration 11Q: 3 clusters Score -499380.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -499460.531250 Penalty: 2765.608398 Iteration 12Q: 3 clusters Score -499460.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -499522.187500 Penalty: 2765.608398 Iteration 13Q: 3 clusters Score -499522.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -499569.218750 Penalty: 2765.608398 Iteration 14Q: 3 clusters Score -499569.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -499613.781250 Penalty: 2765.608398 Iteration 15Q: 3 clusters Score -499613.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -499641.812500 Penalty: 2765.608398 Iteration 16Q: 3 clusters Score -499641.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -499663.218750 Penalty: 2765.608398 Iteration 17Q: 3 clusters Score -499663.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -499683.468750 Penalty: 2765.608398 Iteration 18Q: 3 clusters Score -499683.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -499704.218750 Penalty: 2765.608398 Iteration 19Q: 3 clusters Score -499704.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -499723.812500 Penalty: 2765.608398 Iteration 20F: 3 clusters Score -499723.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -499741.843750 Penalty: 2765.608398 Iteration 21Q: 3 clusters Score -499741.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -499757.531250 Penalty: 2765.608398 Iteration 22Q: 3 clusters Score -499757.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -499768.437500 Penalty: 2765.608398 Iteration 23Q: 3 clusters Score -499768.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -499774.437500 Penalty: 2765.608398 Iteration 24Q: 3 clusters Score -499774.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -499778.593750 Penalty: 2765.608398 Iteration 25Q: 3 clusters Score -499778.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -499782.781250 Penalty: 2765.608398 Iteration 26Q: 3 clusters Score -499782.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -499784.406250 Penalty: 2765.608398 Iteration 27Q: 3 clusters Score -499784.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -499786.312500 Penalty: 2765.608398 Iteration 28Q: 3 clusters Score -499786.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -499788.281250 Penalty: 2765.608398 Iteration 29Q: 3 clusters Score -499788.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -499789.593750 Penalty: 2765.608398 Iteration 30Q: 3 clusters Score -499789.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -499790.625000 Penalty: 2765.608398 Iteration 31Q: 3 clusters Score -499790.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -499791.843750 Penalty: 2765.608398 Iteration 32Q: 3 clusters Score -499791.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -499791.906250 Penalty: 2765.608398 Iteration 33Q: 3 clusters Score -499791.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -499791.906250 Penalty: 2765.608398 Iteration 34F: 3 clusters Score -499791.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Entering Unmasked Estep Score: -44206.019531 Penalty: 990.571533 Iteration 0F: 2 clusters Score -44206.02 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 250 members Entering Unmasked Estep Score: -43159.417969 Penalty: 1981.143066 Iteration 0F: 3 clusters Score -43159.42 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -43275.414062 Penalty: 1981.143066 Iteration 1F: 3 clusters Score -43275.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -43307.964844 Penalty: 1981.143066 Iteration 2Q: 3 clusters Score -43307.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -43333.714844 Penalty: 1981.143066 Iteration 3Q: 3 clusters Score -43333.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -43344.511719 Penalty: 1981.143066 Iteration 4Q: 3 clusters Score -43344.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -43353.035156 Penalty: 1981.143066 Iteration 5Q: 3 clusters Score -43353.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -43361.101562 Penalty: 1981.143066 Iteration 6Q: 3 clusters Score -43361.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -43362.183594 Penalty: 1981.143066 Iteration 7Q: 3 clusters Score -43362.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -43365.062500 Penalty: 1981.143066 Iteration 8Q: 3 clusters Score -43365.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -43365.835938 Penalty: 1981.143066 Iteration 9Q: 3 clusters Score -43365.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -43365.835938 Penalty: 1981.143066 Iteration 10F: 3 clusters Score -43365.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Entering Unmasked Estep Score: -228627.281250 Penalty: 1258.069702 Iteration 0F: 2 clusters Score -228627.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -226318.015625 Penalty: 2516.139404 Iteration 0F: 3 clusters Score -226318 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -226860.828125 Penalty: 2516.139404 Iteration 1F: 3 clusters Score -226860.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -226981.421875 Penalty: 2516.139404 Iteration 2F: 3 clusters Score -226981.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227039.718750 Penalty: 2516.139404 Iteration 3Q: 3 clusters Score -227039.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227081.265625 Penalty: 2516.139404 Iteration 4Q: 3 clusters Score -227081.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -227101.187500 Penalty: 2516.139404 Iteration 5Q: 3 clusters Score -227101.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227116.812500 Penalty: 2516.139404 Iteration 6Q: 3 clusters Score -227116.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -227130.734375 Penalty: 2516.139404 Iteration 7Q: 3 clusters Score -227130.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -227140.796875 Penalty: 2516.139404 Iteration 8Q: 3 clusters Score -227140.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -227148.062500 Penalty: 2516.139404 Iteration 9Q: 3 clusters Score -227148.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -227155.218750 Penalty: 2516.139404 Iteration 10Q: 3 clusters Score -227155.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -227165.859375 Penalty: 2516.139404 Iteration 11Q: 3 clusters Score -227165.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -227176.703125 Penalty: 2516.139404 Iteration 12Q: 3 clusters Score -227176.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -227185.796875 Penalty: 2516.139404 Iteration 13Q: 3 clusters Score -227185.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -227190.765625 Penalty: 2516.139404 Iteration 14Q: 3 clusters Score -227190.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -227193.203125 Penalty: 2516.139404 Iteration 15Q: 3 clusters Score -227193.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -227195.703125 Penalty: 2516.139404 Iteration 16Q: 3 clusters Score -227195.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -227197.125000 Penalty: 2516.139404 Iteration 17Q: 3 clusters Score -227197.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -227198.140625 Penalty: 2516.139404 Iteration 18Q: 3 clusters Score -227198.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -227199.562500 Penalty: 2516.139404 Iteration 19Q: 3 clusters Score -227199.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -227201.671875 Penalty: 2516.139404 Iteration 20F: 3 clusters Score -227201.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -227203.296875 Penalty: 2516.139404 Iteration 21Q: 3 clusters Score -227203.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -227204.500000 Penalty: 2516.139404 Iteration 22Q: 3 clusters Score -227204.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -227204.546875 Penalty: 2516.139404 Iteration 23Q: 3 clusters Score -227204.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -227206.515625 Penalty: 2516.139404 Iteration 24Q: 3 clusters Score -227206.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -227207.750000 Penalty: 2516.139404 Iteration 25Q: 3 clusters Score -227207.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -227208.921875 Penalty: 2516.139404 Iteration 26Q: 3 clusters Score -227208.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -227209.562500 Penalty: 2516.139404 Iteration 27Q: 3 clusters Score -227209.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -227210.062500 Penalty: 2516.139404 Iteration 28Q: 3 clusters Score -227210.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -227210.515625 Penalty: 2516.139404 Iteration 29Q: 3 clusters Score -227210.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -227210.343750 Penalty: 2516.139404 Iteration 30Q: 3 clusters Score -227210.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -227210.343750 Penalty: 2516.139404 Iteration 31F: 3 clusters Score -227210.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Entering Unmasked Estep Score: -77442.718750 Penalty: 1098.190308 Iteration 0F: 2 clusters Score -77442.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -76136.093750 Penalty: 2196.380615 Iteration 0F: 3 clusters Score -76136.09 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -76435.390625 Penalty: 2196.380615 Iteration 1F: 3 clusters Score -76435.39 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -76566.046875 Penalty: 2196.380615 Iteration 2F: 3 clusters Score -76566.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -76653.679688 Penalty: 2196.380615 Iteration 3F: 3 clusters Score -76653.68 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -76723.234375 Penalty: 2196.380615 Iteration 4Q: 3 clusters Score -76723.23 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -76779.421875 Penalty: 2196.380615 Iteration 5Q: 3 clusters Score -76779.42 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -76825.062500 Penalty: 2196.380615 Iteration 6Q: 3 clusters Score -76825.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -76868.171875 Penalty: 2196.380615 Iteration 7Q: 3 clusters Score -76868.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -76935.273438 Penalty: 2196.380615 Iteration 8Q: 3 clusters Score -76935.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -76993.078125 Penalty: 2196.380615 Iteration 9Q: 3 clusters Score -76993.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -77062.976562 Penalty: 2196.380615 Iteration 10Q: 3 clusters Score -77062.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -77128.796875 Penalty: 2196.380615 Iteration 11Q: 3 clusters Score -77128.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -77175.609375 Penalty: 2196.380615 Iteration 12Q: 3 clusters Score -77175.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -77197.593750 Penalty: 2196.380615 Iteration 13Q: 3 clusters Score -77197.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -77209.460938 Penalty: 2196.380615 Iteration 14Q: 3 clusters Score -77209.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -77231.726562 Penalty: 2196.380615 Iteration 15Q: 3 clusters Score -77231.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -77245.210938 Penalty: 2196.380615 Iteration 16Q: 3 clusters Score -77245.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -77254.742188 Penalty: 2196.380615 Iteration 17Q: 3 clusters Score -77254.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -77265.531250 Penalty: 2196.380615 Iteration 18Q: 3 clusters Score -77265.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -77272.921875 Penalty: 2196.380615 Iteration 19Q: 3 clusters Score -77272.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -77277.070312 Penalty: 2196.380615 Iteration 20F: 3 clusters Score -77277.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -77288.507812 Penalty: 2196.380615 Iteration 21Q: 3 clusters Score -77288.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -77290.406250 Penalty: 2196.380615 Iteration 22Q: 3 clusters Score -77290.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -77291.054688 Penalty: 2196.380615 Iteration 23Q: 3 clusters Score -77291.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -77291.054688 Penalty: 2196.380615 Iteration 24F: 3 clusters Score -77291.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Entering Unmasked Estep Score: -29337.890625 Penalty: 935.308105 Iteration 0F: 2 clusters Score -29337.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -28470.167969 Penalty: 1870.616211 Iteration 0F: 3 clusters Score -28470.17 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -28588.671875 Penalty: 1870.616211 Iteration 1F: 3 clusters Score -28588.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28637.224609 Penalty: 1870.616211 Iteration 2F: 3 clusters Score -28637.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -28653.345703 Penalty: 1870.616211 Iteration 3Q: 3 clusters Score -28653.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28668.888672 Penalty: 1870.616211 Iteration 4Q: 3 clusters Score -28668.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -28670.693359 Penalty: 1870.616211 Iteration 5Q: 3 clusters Score -28670.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28671.990234 Penalty: 1870.616211 Iteration 6Q: 3 clusters Score -28671.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28671.990234 Penalty: 1870.616211 Iteration 7F: 3 clusters Score -28671.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Entering Unmasked Estep Score: -329652.843750 Penalty: 1313.991699 Iteration 0F: 2 clusters Score -329652.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -326785.343750 Penalty: 2627.983398 Iteration 0F: 3 clusters Score -326785.3 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -327823.875000 Penalty: 2627.983398 Iteration 1F: 3 clusters Score -327823.9 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -328699.125000 Penalty: 2627.983398 Iteration 2F: 3 clusters Score -328699.1 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -330231.593750 Penalty: 2627.983398 Iteration 3F: 3 clusters Score -330231.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -331464.718750 Penalty: 2627.983398 Iteration 4F: 3 clusters Score -331464.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -331706.343750 Penalty: 2627.983398 Iteration 5Q: 3 clusters Score -331706.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -331758.031250 Penalty: 2627.983398 Iteration 6Q: 3 clusters Score -331758 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -331806.656250 Penalty: 2627.983398 Iteration 7Q: 3 clusters Score -331806.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -331838.281250 Penalty: 2627.983398 Iteration 8Q: 3 clusters Score -331838.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -331856.656250 Penalty: 2627.983398 Iteration 9Q: 3 clusters Score -331856.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -331863.343750 Penalty: 2627.983398 Iteration 10Q: 3 clusters Score -331863.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -331867.437500 Penalty: 2627.983398 Iteration 11Q: 3 clusters Score -331867.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -331869.812500 Penalty: 2627.983398 Iteration 12Q: 3 clusters Score -331869.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -331870.000000 Penalty: 2627.983398 Iteration 13Q: 3 clusters Score -331870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -331873.093750 Penalty: 2627.983398 Iteration 14Q: 3 clusters Score -331873.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -331874.218750 Penalty: 2627.983398 Iteration 15Q: 3 clusters Score -331874.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -331874.000000 Penalty: 2627.983398 Iteration 16Q: 3 clusters Score -331874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -331874.593750 Penalty: 2627.983398 Iteration 17Q: 3 clusters Score -331874.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -331875.250000 Penalty: 2627.983398 Iteration 18Q: 3 clusters Score -331875.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -331875.468750 Penalty: 2627.983398 Iteration 19Q: 3 clusters Score -331875.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -331875.468750 Penalty: 2627.983398 Iteration 20F: 3 clusters Score -331875.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3262 members Mstep: Class 4 contains 1065 members Mstep: Class 5 contains 75 members Mstep: Class 6 contains 605 members Mstep: Class 7 contains 497 members Mstep: Class 8 contains 1232 members Mstep: Class 9 contains 9888 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2303 members Mstep: Class 13 contains 861 members Mstep: Class 14 contains 316 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 791 members Mstep: Class 20 contains 2458 members Mstep: Class 21 contains 10863 members Entering Unmasked Estep Score: -4136723.750000 Penalty: 31113.671875 Splitting cluster 20 changes total score from -4134356.500000 to -4136723.750000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 21 (10863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Entering Unmasked Estep Score: -1099047.250000 Penalty: 1510.131592 Iteration 0F: 2 clusters Score -1099047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1091177.500000 Penalty: 3020.263184 Iteration 0F: 3 clusters Score -1091178 nChanged 4727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1093693.000000 Penalty: 3020.263184 Iteration 1F: 3 clusters Score -1093693 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1094027.500000 Penalty: 3020.263184 Iteration 2F: 3 clusters Score -1094028 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1094280.375000 Penalty: 3020.263184 Iteration 3F: 3 clusters Score -1094280 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1094515.875000 Penalty: 3020.263184 Iteration 4F: 3 clusters Score -1094516 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -1094765.000000 Penalty: 3020.263184 Iteration 5Q: 3 clusters Score -1094765 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -1095005.500000 Penalty: 3020.263184 Iteration 6Q: 3 clusters Score -1095006 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1095275.500000 Penalty: 3020.263184 Iteration 7Q: 3 clusters Score -1095276 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -1095546.750000 Penalty: 3020.263184 Iteration 8Q: 3 clusters Score -1095547 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1095806.625000 Penalty: 3020.263184 Iteration 9Q: 3 clusters Score -1095807 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -1096090.000000 Penalty: 3020.263184 Iteration 10Q: 3 clusters Score -1096090 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1096367.500000 Penalty: 3020.263184 Iteration 11Q: 3 clusters Score -1096368 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1096616.125000 Penalty: 3020.263184 Iteration 12Q: 3 clusters Score -1096616 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -1096850.375000 Penalty: 3020.263184 Iteration 13Q: 3 clusters Score -1096850 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -1097059.500000 Penalty: 3020.263184 Iteration 14Q: 3 clusters Score -1097060 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -1097236.000000 Penalty: 3020.263184 Iteration 15Q: 3 clusters Score -1097236 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -1097370.000000 Penalty: 3020.263184 Iteration 16Q: 3 clusters Score -1097370 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 8801 members Entering Unmasked Estep Score: -1097454.625000 Penalty: 3020.263184 Iteration 17Q: 3 clusters Score -1097455 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -1097533.250000 Penalty: 3020.263184 Iteration 18Q: 3 clusters Score -1097533 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -1097583.125000 Penalty: 3020.263184 Iteration 19Q: 3 clusters Score -1097583 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -1097614.750000 Penalty: 3020.263184 Iteration 20F: 3 clusters Score -1097615 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -1097642.000000 Penalty: 3020.263184 Iteration 21Q: 3 clusters Score -1097642 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -1097665.125000 Penalty: 3020.263184 Iteration 22Q: 3 clusters Score -1097665 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -1097685.375000 Penalty: 3020.263184 Iteration 23Q: 3 clusters Score -1097685 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -1097703.250000 Penalty: 3020.263184 Iteration 24Q: 3 clusters Score -1097703 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -1097714.625000 Penalty: 3020.263184 Iteration 25Q: 3 clusters Score -1097715 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -1097721.875000 Penalty: 3020.263184 Iteration 26Q: 3 clusters Score -1097722 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -1097729.750000 Penalty: 3020.263184 Iteration 27Q: 3 clusters Score -1097730 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -1097736.000000 Penalty: 3020.263184 Iteration 28Q: 3 clusters Score -1097736 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1097742.750000 Penalty: 3020.263184 Iteration 29Q: 3 clusters Score -1097743 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1097744.625000 Penalty: 3020.263184 Iteration 30Q: 3 clusters Score -1097745 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -1097749.500000 Penalty: 3020.263184 Iteration 31Q: 3 clusters Score -1097750 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 9566 members Entering Unmasked Estep Score: -1097752.000000 Penalty: 3020.263184 Iteration 32Q: 3 clusters Score -1097752 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -1097755.500000 Penalty: 3020.263184 Iteration 33Q: 3 clusters Score -1097756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -1097762.375000 Penalty: 3020.263184 Iteration 34Q: 3 clusters Score -1097762 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1097769.500000 Penalty: 3020.263184 Iteration 35Q: 3 clusters Score -1097770 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -1097782.000000 Penalty: 3020.263184 Iteration 36Q: 3 clusters Score -1097782 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1097784.375000 Penalty: 3020.263184 Iteration 37Q: 3 clusters Score -1097784 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -1097789.625000 Penalty: 3020.263184 Iteration 38Q: 3 clusters Score -1097790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -1097793.125000 Penalty: 3020.263184 Iteration 39Q: 3 clusters Score -1097793 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -1097795.375000 Penalty: 3020.263184 Iteration 40F: 3 clusters Score -1097795 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -1097801.000000 Penalty: 3020.263184 Iteration 41Q: 3 clusters Score -1097801 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1097802.625000 Penalty: 3020.263184 Iteration 42Q: 3 clusters Score -1097803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -1097804.000000 Penalty: 3020.263184 Iteration 43Q: 3 clusters Score -1097804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1097808.375000 Penalty: 3020.263184 Iteration 44Q: 3 clusters Score -1097808 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -1097809.125000 Penalty: 3020.263184 Iteration 45Q: 3 clusters Score -1097809 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -1097816.000000 Penalty: 3020.263184 Iteration 46Q: 3 clusters Score -1097816 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -1097821.625000 Penalty: 3020.263184 Iteration 47Q: 3 clusters Score -1097822 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -1097826.750000 Penalty: 3020.263184 Iteration 48Q: 3 clusters Score -1097827 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -1097828.250000 Penalty: 3020.263184 Iteration 49Q: 3 clusters Score -1097828 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -1097830.500000 Penalty: 3020.263184 Iteration 50Q: 3 clusters Score -1097830 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -1097833.750000 Penalty: 3020.263184 Iteration 51Q: 3 clusters Score -1097834 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1097837.250000 Penalty: 3020.263184 Iteration 52Q: 3 clusters Score -1097837 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -1097840.000000 Penalty: 3020.263184 Iteration 53Q: 3 clusters Score -1097840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 9854 members Entering Unmasked Estep Score: -1097842.125000 Penalty: 3020.263184 Iteration 54Q: 3 clusters Score -1097842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 9856 members Entering Unmasked Estep Score: -1097843.000000 Penalty: 3020.263184 Iteration 55Q: 3 clusters Score -1097843 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1097844.000000 Penalty: 3020.263184 Iteration 56Q: 3 clusters Score -1097844 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -1097847.000000 Penalty: 3020.263184 Iteration 57Q: 3 clusters Score -1097847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -1097849.000000 Penalty: 3020.263184 Iteration 58Q: 3 clusters Score -1097849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1097847.750000 Penalty: 3020.263184 Iteration 59Q: 3 clusters Score -1097848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -1097848.250000 Penalty: 3020.263184 Iteration 60F: 3 clusters Score -1097848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -1097848.875000 Penalty: 3020.263184 Iteration 61Q: 3 clusters Score -1097849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 9884 members Entering Unmasked Estep Score: -1097847.500000 Penalty: 3020.263184 Iteration 62Q: 3 clusters Score -1097848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -1097847.875000 Penalty: 3020.263184 Iteration 63Q: 3 clusters Score -1097848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -1097848.875000 Penalty: 3020.263184 Iteration 64Q: 3 clusters Score -1097849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1097849.375000 Penalty: 3020.263184 Iteration 65Q: 3 clusters Score -1097849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -1097849.125000 Penalty: 3020.263184 Iteration 66Q: 3 clusters Score -1097849 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -1097849.500000 Penalty: 3020.263184 Iteration 67Q: 3 clusters Score -1097850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -1097852.500000 Penalty: 3020.263184 Iteration 68Q: 3 clusters Score -1097852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -1097853.125000 Penalty: 3020.263184 Iteration 69Q: 3 clusters Score -1097853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -1097853.125000 Penalty: 3020.263184 Iteration 70F: 3 clusters Score -1097853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1124 members Mstep: Class 3 contains 3262 members Mstep: Class 4 contains 1065 members Mstep: Class 5 contains 75 members Mstep: Class 6 contains 605 members Mstep: Class 8 contains 1232 members Mstep: Class 9 contains 9888 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2303 members Mstep: Class 13 contains 861 members Mstep: Class 14 contains 316 members Mstep: Class 20 contains 2458 members Mstep: Class 21 contains 10863 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 791.251221 but Gain 1728.537109 Score: -4138000.000000 Penalty: 29385.134766 Iteration 39Q: 18 clusters Score -4138000 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1117 members Mstep: Class 3 contains 3299 members Mstep: Class 4 contains 1056 members Mstep: Class 5 contains 75 members Mstep: Class 6 contains 609 members Mstep: Class 8 contains 1247 members Mstep: Class 9 contains 10377 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2302 members Mstep: Class 13 contains 865 members Mstep: Class 14 contains 316 members Mstep: Class 15 contains 554 members Mstep: Class 16 contains 788 members Mstep: Class 20 contains 2461 members Mstep: Class 21 contains 10877 members Entering Unmasked Estep ConsiderDeletion Score: -4139157.500000 Penalty: 29385.134766 Iteration 40F: 18 clusters Score -4139158 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1160 members Mstep: Class 3 contains 3319 members Mstep: Class 4 contains 1043 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 568 members Mstep: Class 8 contains 1283 members Mstep: Class 9 contains 10349 members Mstep: Class 10 contains 4964 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2309 members Mstep: Class 13 contains 848 members Mstep: Class 14 contains 309 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 795 members Mstep: Class 20 contains 2459 members Mstep: Class 21 contains 10890 members Entering Unmasked Estep ConsiderDeletion Score: -4139346.500000 Penalty: 29385.134766 Iteration 41Q: 18 clusters Score -4139346 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1175 members Mstep: Class 3 contains 3340 members Mstep: Class 4 contains 1035 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 555 members Mstep: Class 8 contains 1300 members Mstep: Class 9 contains 10323 members Mstep: Class 10 contains 4965 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2313 members Mstep: Class 13 contains 838 members Mstep: Class 14 contains 308 members Mstep: Class 15 contains 516 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10912 members Entering Unmasked Estep ConsiderDeletion Score: -4139451.250000 Penalty: 29385.134766 Iteration 42Q: 18 clusters Score -4139451 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3352 members Mstep: Class 4 contains 1029 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 556 members Mstep: Class 8 contains 1321 members Mstep: Class 9 contains 10303 members Mstep: Class 10 contains 4965 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2318 members Mstep: Class 13 contains 830 members Mstep: Class 14 contains 308 members Mstep: Class 15 contains 504 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 10922 members Entering Unmasked Estep ConsiderDeletion Score: -4139516.750000 Penalty: 29385.134766 Iteration 43Q: 18 clusters Score -4139517 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3358 members Mstep: Class 4 contains 1026 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 556 members Mstep: Class 8 contains 1343 members Mstep: Class 9 contains 10283 members Mstep: Class 10 contains 4965 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2326 members Mstep: Class 13 contains 826 members Mstep: Class 14 contains 308 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 10922 members Entering Unmasked Estep ConsiderDeletion Score: -4139559.000000 Penalty: 29385.134766 Iteration 44Q: 18 clusters Score -4139559 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3359 members Mstep: Class 4 contains 1020 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1350 members Mstep: Class 9 contains 10276 members Mstep: Class 10 contains 4966 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2333 members Mstep: Class 13 contains 818 members Mstep: Class 14 contains 308 members Mstep: Class 15 contains 495 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 10928 members Entering Unmasked Estep ConsiderDeletion Score: -4139585.750000 Penalty: 29385.134766 Iteration 45Q: 18 clusters Score -4139586 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 1016 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1358 members Mstep: Class 9 contains 10269 members Mstep: Class 10 contains 4966 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2342 members Mstep: Class 13 contains 808 members Mstep: Class 14 contains 308 members Mstep: Class 15 contains 493 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 10932 members Entering Unmasked Estep ConsiderDeletion Score: -4139589.250000 Penalty: 29385.134766 Iteration 46Q: 18 clusters Score -4139589 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3362 members Mstep: Class 4 contains 1015 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1352 members Mstep: Class 9 contains 10267 members Mstep: Class 10 contains 4966 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2350 members Mstep: Class 13 contains 800 members Mstep: Class 14 contains 307 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10941 members Entering Unmasked Estep ConsiderDeletion Score: -4139612.000000 Penalty: 29385.134766 Iteration 47Q: 18 clusters Score -4139612 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3362 members Mstep: Class 4 contains 1008 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1350 members Mstep: Class 9 contains 10264 members Mstep: Class 10 contains 4967 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2360 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 306 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10948 members Entering Unmasked Estep ConsiderDeletion Score: -4139627.750000 Penalty: 29385.134766 Iteration 48Q: 18 clusters Score -4139628 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3362 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1344 members Mstep: Class 9 contains 10264 members Mstep: Class 10 contains 4968 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2368 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 305 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10951 members Entering Unmasked Estep ConsiderDeletion Score: -4139631.250000 Penalty: 29385.134766 Iteration 49Q: 18 clusters Score -4139631 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3362 members Mstep: Class 4 contains 998 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10264 members Mstep: Class 10 contains 4969 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2369 members Mstep: Class 13 contains 797 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10956 members Entering Unmasked Estep ConsiderDeletion Score: -4139637.750000 Penalty: 29385.134766 Iteration 50Q: 18 clusters Score -4139638 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3362 members Mstep: Class 4 contains 991 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1337 members Mstep: Class 9 contains 10264 members Mstep: Class 10 contains 4970 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2373 members Mstep: Class 13 contains 797 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10962 members Entering Unmasked Estep ConsiderDeletion Score: -4139648.000000 Penalty: 29385.134766 Iteration 51Q: 18 clusters Score -4139648 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3362 members Mstep: Class 4 contains 982 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1335 members Mstep: Class 9 contains 10263 members Mstep: Class 10 contains 4971 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2379 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10968 members Entering Unmasked Estep ConsiderDeletion Score: -4139652.500000 Penalty: 29385.134766 Iteration 52Q: 18 clusters Score -4139652 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 979 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1332 members Mstep: Class 9 contains 10262 members Mstep: Class 10 contains 4971 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2378 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10977 members Entering Unmasked Estep ConsiderDeletion Score: -4139654.500000 Penalty: 29385.134766 Iteration 53Q: 18 clusters Score -4139654 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 978 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1331 members Mstep: Class 9 contains 10260 members Mstep: Class 10 contains 4971 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2378 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10981 members Entering Unmasked Estep ConsiderDeletion Score: -4139665.000000 Penalty: 29385.134766 Iteration 54Q: 18 clusters Score -4139665 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 974 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1330 members Mstep: Class 9 contains 10260 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2381 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10982 members Entering Unmasked Estep ConsiderDeletion Score: -4139662.750000 Penalty: 29385.134766 Iteration 55Q: 18 clusters Score -4139663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 971 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1331 members Mstep: Class 9 contains 10258 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2385 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10982 members Entering Unmasked Estep ConsiderDeletion Score: -4139666.750000 Penalty: 29385.134766 Iteration 56Q: 18 clusters Score -4139667 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 971 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1330 members Mstep: Class 9 contains 10257 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2385 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10984 members Entering Unmasked Estep ConsiderDeletion Score: -4139669.750000 Penalty: 29385.134766 Iteration 57Q: 18 clusters Score -4139670 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 969 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1332 members Mstep: Class 9 contains 10254 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2388 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10984 members Entering Unmasked Estep ConsiderDeletion Score: -4139673.000000 Penalty: 29385.134766 Iteration 58Q: 18 clusters Score -4139673 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 968 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 10252 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2390 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10983 members Entering Unmasked Estep ConsiderDeletion Score: -4139672.500000 Penalty: 29385.134766 Iteration 59Q: 18 clusters Score -4139672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 968 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1338 members Mstep: Class 9 contains 10248 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2392 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10981 members Entering Unmasked Estep ConsiderDeletion Score: -4139674.000000 Penalty: 29385.134766 Iteration 60F: 18 clusters Score -4139674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 968 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 558 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10245 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2393 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2457 members Mstep: Class 21 contains 10981 members Entering Unmasked Estep ConsiderDeletion Score: -4139679.000000 Penalty: 29385.134766 Iteration 61Q: 18 clusters Score -4139679 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 967 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 558 members Mstep: Class 8 contains 1342 members Mstep: Class 9 contains 10242 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2393 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10983 members Entering Unmasked Estep ConsiderDeletion Score: -4139686.500000 Penalty: 29385.134766 Iteration 62Q: 18 clusters Score -4139686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 966 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10242 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2393 members Mstep: Class 13 contains 796 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10987 members Entering Unmasked Estep ConsiderDeletion Score: -4139687.500000 Penalty: 29385.134766 Iteration 63Q: 18 clusters Score -4139688 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 965 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1338 members Mstep: Class 9 contains 10242 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2394 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10990 members Entering Unmasked Estep ConsiderDeletion Score: -4139687.250000 Penalty: 29385.134766 Iteration 64Q: 18 clusters Score -4139687 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 959 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10240 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2401 members Mstep: Class 13 contains 793 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2456 members Mstep: Class 21 contains 10992 members Entering Unmasked Estep ConsiderDeletion Score: -4139691.250000 Penalty: 29385.134766 Iteration 65Q: 18 clusters Score -4139691 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 956 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1336 members Mstep: Class 9 contains 10239 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2404 members Mstep: Class 13 contains 792 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 10999 members Entering Unmasked Estep ConsiderDeletion Score: -4139686.000000 Penalty: 29385.134766 Iteration 66Q: 18 clusters Score -4139686 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 951 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1337 members Mstep: Class 9 contains 10238 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2409 members Mstep: Class 13 contains 792 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 10999 members Entering Unmasked Estep ConsiderDeletion Score: -4139693.250000 Penalty: 29385.134766 Iteration 67Q: 18 clusters Score -4139693 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 943 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1339 members Mstep: Class 9 contains 10237 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2413 members Mstep: Class 13 contains 791 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11003 members Entering Unmasked Estep ConsiderDeletion Score: -4139703.500000 Penalty: 29385.134766 Iteration 68Q: 18 clusters Score -4139704 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 938 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10235 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2415 members Mstep: Class 13 contains 791 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11007 members Entering Unmasked Estep ConsiderDeletion Score: -4139704.250000 Penalty: 29385.134766 Iteration 69Q: 18 clusters Score -4139704 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 931 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10233 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2421 members Mstep: Class 13 contains 791 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11009 members Entering Unmasked Estep ConsiderDeletion Score: -4139708.000000 Penalty: 29385.134766 Iteration 70Q: 18 clusters Score -4139708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 923 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10232 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2430 members Mstep: Class 13 contains 792 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11008 members Entering Unmasked Estep ConsiderDeletion Score: -4139711.000000 Penalty: 29385.134766 Iteration 71Q: 18 clusters Score -4139711 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 916 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2434 members Mstep: Class 13 contains 793 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11011 members Entering Unmasked Estep ConsiderDeletion Score: -4139708.500000 Penalty: 29385.134766 Iteration 72Q: 18 clusters Score -4139708 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 909 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2439 members Mstep: Class 13 contains 793 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11013 members Entering Unmasked Estep ConsiderDeletion Score: -4139709.750000 Penalty: 29385.134766 Iteration 73Q: 18 clusters Score -4139710 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4973 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2444 members Mstep: Class 13 contains 793 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11015 members Entering Unmasked Estep ConsiderDeletion Score: -4139715.750000 Penalty: 29385.134766 Iteration 74Q: 18 clusters Score -4139716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4972 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2446 members Mstep: Class 13 contains 792 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11016 members Entering Unmasked Estep ConsiderDeletion Score: -4139721.750000 Penalty: 29385.134766 Iteration 75Q: 18 clusters Score -4139722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 895 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4973 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2447 members Mstep: Class 13 contains 791 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11020 members Entering Unmasked Estep ConsiderDeletion Score: -4139729.250000 Penalty: 29385.134766 Iteration 76Q: 18 clusters Score -4139729 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 890 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1341 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4975 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2448 members Mstep: Class 13 contains 791 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11022 members Entering Unmasked Estep ConsiderDeletion Score: -4139729.250000 Penalty: 29385.134766 Iteration 77Q: 18 clusters Score -4139729 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 887 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4977 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2446 members Mstep: Class 13 contains 791 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11026 members Entering Unmasked Estep ConsiderDeletion Score: -4139736.000000 Penalty: 29385.134766 Iteration 78Q: 18 clusters Score -4139736 nChanged 9 Entering ConstructFrom: Score: -4139736.000000 Penalty: 29385.134766 Entering ConstructFrom: Trying to split cluster 1 (290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Entering Unmasked Estep Score: -29385.167969 Penalty: 921.355652 Iteration 0F: 2 clusters Score -29385.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -28540.011719 Penalty: 1842.711304 Iteration 0F: 3 clusters Score -28540.01 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -28682.070312 Penalty: 1842.711304 Iteration 1F: 3 clusters Score -28682.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -28710.144531 Penalty: 1842.711304 Iteration 2Q: 3 clusters Score -28710.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -28728.099609 Penalty: 1842.711304 Iteration 3Q: 3 clusters Score -28728.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -28738.720703 Penalty: 1842.711304 Iteration 4Q: 3 clusters Score -28738.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -28757.171875 Penalty: 1842.711304 Iteration 5Q: 3 clusters Score -28757.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -28764.429688 Penalty: 1842.711304 Iteration 6Q: 3 clusters Score -28764.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -28767.400391 Penalty: 1842.711304 Iteration 7Q: 3 clusters Score -28767.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -28773.755859 Penalty: 1842.711304 Iteration 8Q: 3 clusters Score -28773.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -28775.693359 Penalty: 1842.711304 Iteration 9Q: 3 clusters Score -28775.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -28775.693359 Penalty: 1842.711304 Iteration 10F: 3 clusters Score -28775.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Entering Unmasked Estep Score: -120313.585938 Penalty: 1148.992676 Iteration 0F: 2 clusters Score -120313.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -118747.906250 Penalty: 2297.985352 Iteration 0F: 3 clusters Score -118747.9 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -118983.851562 Penalty: 2297.985352 Iteration 1F: 3 clusters Score -118983.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -119056.375000 Penalty: 2297.985352 Iteration 2F: 3 clusters Score -119056.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -119095.960938 Penalty: 2297.985352 Iteration 3Q: 3 clusters Score -119096 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119116.750000 Penalty: 2297.985352 Iteration 4Q: 3 clusters Score -119116.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -119136.070312 Penalty: 2297.985352 Iteration 5Q: 3 clusters Score -119136.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -119153.804688 Penalty: 2297.985352 Iteration 6Q: 3 clusters Score -119153.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -119167.718750 Penalty: 2297.985352 Iteration 7Q: 3 clusters Score -119167.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -119176.445312 Penalty: 2297.985352 Iteration 8Q: 3 clusters Score -119176.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -119184.015625 Penalty: 2297.985352 Iteration 9Q: 3 clusters Score -119184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -119190.562500 Penalty: 2297.985352 Iteration 10Q: 3 clusters Score -119190.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -119197.656250 Penalty: 2297.985352 Iteration 11Q: 3 clusters Score -119197.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -119204.320312 Penalty: 2297.985352 Iteration 12Q: 3 clusters Score -119204.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -119207.796875 Penalty: 2297.985352 Iteration 13Q: 3 clusters Score -119207.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -119214.585938 Penalty: 2297.985352 Iteration 14Q: 3 clusters Score -119214.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -119217.335938 Penalty: 2297.985352 Iteration 15Q: 3 clusters Score -119217.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -119219.078125 Penalty: 2297.985352 Iteration 16Q: 3 clusters Score -119219.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -119219.078125 Penalty: 2297.985352 Iteration 17F: 3 clusters Score -119219.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Entering Unmasked Estep Score: -348748.625000 Penalty: 1319.499023 Iteration 0F: 2 clusters Score -348748.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -345783.468750 Penalty: 2638.998047 Iteration 0F: 3 clusters Score -345783.5 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -346492.156250 Penalty: 2638.998047 Iteration 1F: 3 clusters Score -346492.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -346676.656250 Penalty: 2638.998047 Iteration 2F: 3 clusters Score -346676.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -346788.500000 Penalty: 2638.998047 Iteration 3F: 3 clusters Score -346788.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -346876.781250 Penalty: 2638.998047 Iteration 4Q: 3 clusters Score -346876.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -346948.968750 Penalty: 2638.998047 Iteration 5Q: 3 clusters Score -346949 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -347013.312500 Penalty: 2638.998047 Iteration 6Q: 3 clusters Score -347013.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -347091.062500 Penalty: 2638.998047 Iteration 7Q: 3 clusters Score -347091.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -347168.312500 Penalty: 2638.998047 Iteration 8Q: 3 clusters Score -347168.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -347259.843750 Penalty: 2638.998047 Iteration 9Q: 3 clusters Score -347259.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -347408.875000 Penalty: 2638.998047 Iteration 10Q: 3 clusters Score -347408.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -347569.187500 Penalty: 2638.998047 Iteration 11Q: 3 clusters Score -347569.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -347734.250000 Penalty: 2638.998047 Iteration 12Q: 3 clusters Score -347734.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -347866.687500 Penalty: 2638.998047 Iteration 13Q: 3 clusters Score -347866.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -348000.406250 Penalty: 2638.998047 Iteration 14Q: 3 clusters Score -348000.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -348125.875000 Penalty: 2638.998047 Iteration 15Q: 3 clusters Score -348125.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -348206.718750 Penalty: 2638.998047 Iteration 16Q: 3 clusters Score -348206.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -348251.343750 Penalty: 2638.998047 Iteration 17Q: 3 clusters Score -348251.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -348282.812500 Penalty: 2638.998047 Iteration 18Q: 3 clusters Score -348282.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -348299.656250 Penalty: 2638.998047 Iteration 19Q: 3 clusters Score -348299.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -348310.500000 Penalty: 2638.998047 Iteration 20F: 3 clusters Score -348310.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -348320.093750 Penalty: 2638.998047 Iteration 21Q: 3 clusters Score -348320.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -348326.000000 Penalty: 2638.998047 Iteration 22Q: 3 clusters Score -348326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -348329.625000 Penalty: 2638.998047 Iteration 23Q: 3 clusters Score -348329.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -348331.656250 Penalty: 2638.998047 Iteration 24Q: 3 clusters Score -348331.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -348333.281250 Penalty: 2638.998047 Iteration 25Q: 3 clusters Score -348333.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -348333.843750 Penalty: 2638.998047 Iteration 26Q: 3 clusters Score -348333.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -348333.625000 Penalty: 2638.998047 Iteration 27Q: 3 clusters Score -348333.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -348333.625000 Penalty: 2638.998047 Iteration 28F: 3 clusters Score -348333.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Entering Unmasked Estep Score: -82193.640625 Penalty: 1102.841553 Iteration 0F: 2 clusters Score -82193.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -80848.320312 Penalty: 2205.683105 Iteration 0F: 3 clusters Score -80848.32 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -81094.164062 Penalty: 2205.683105 Iteration 1F: 3 clusters Score -81094.16 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -81164.117188 Penalty: 2205.683105 Iteration 2F: 3 clusters Score -81164.12 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -81188.453125 Penalty: 2205.683105 Iteration 3Q: 3 clusters Score -81188.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -81196.335938 Penalty: 2205.683105 Iteration 4Q: 3 clusters Score -81196.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -81200.343750 Penalty: 2205.683105 Iteration 5Q: 3 clusters Score -81200.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -81208.007812 Penalty: 2205.683105 Iteration 6Q: 3 clusters Score -81208.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -81211.945312 Penalty: 2205.683105 Iteration 7Q: 3 clusters Score -81211.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -81212.476562 Penalty: 2205.683105 Iteration 8Q: 3 clusters Score -81212.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -81214.390625 Penalty: 2205.683105 Iteration 9Q: 3 clusters Score -81214.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -81217.140625 Penalty: 2205.683105 Iteration 10Q: 3 clusters Score -81217.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -81218.796875 Penalty: 2205.683105 Iteration 11Q: 3 clusters Score -81218.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -81219.562500 Penalty: 2205.683105 Iteration 12Q: 3 clusters Score -81219.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -81220.070312 Penalty: 2205.683105 Iteration 13Q: 3 clusters Score -81220.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -81220.070312 Penalty: 2205.683105 Iteration 14F: 3 clusters Score -81220.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (76 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Entering Unmasked Estep Score: -7088.202637 Penalty: 703.744141 Iteration 0F: 2 clusters Score -7088.203 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 31 members Entering Unmasked Estep Score: -6645.890137 Penalty: 1407.488281 Iteration 0F: 3 clusters Score -6645.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -6655.766602 Penalty: 1407.488281 Iteration 1Q: 3 clusters Score -6655.767 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -6655.766602 Penalty: 1407.488281 Iteration 2F: 3 clusters Score -6655.767 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Entering Unmasked Estep Score: -51312.406250 Penalty: 1027.416870 Iteration 0F: 2 clusters Score -51312.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -50221.386719 Penalty: 2054.833740 Iteration 0F: 3 clusters Score -50221.39 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -50424.789062 Penalty: 2054.833740 Iteration 1F: 3 clusters Score -50424.79 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -50461.531250 Penalty: 2054.833740 Iteration 2F: 3 clusters Score -50461.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -50479.472656 Penalty: 2054.833740 Iteration 3Q: 3 clusters Score -50479.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -50494.078125 Penalty: 2054.833740 Iteration 4Q: 3 clusters Score -50494.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -50507.167969 Penalty: 2054.833740 Iteration 5Q: 3 clusters Score -50507.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -50528.175781 Penalty: 2054.833740 Iteration 6Q: 3 clusters Score -50528.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -50541.996094 Penalty: 2054.833740 Iteration 7Q: 3 clusters Score -50542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -50560.531250 Penalty: 2054.833740 Iteration 8Q: 3 clusters Score -50560.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -50593.121094 Penalty: 2054.833740 Iteration 9Q: 3 clusters Score -50593.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -50632.324219 Penalty: 2054.833740 Iteration 10Q: 3 clusters Score -50632.32 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -50695.128906 Penalty: 2054.833740 Iteration 11Q: 3 clusters Score -50695.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -50760.148438 Penalty: 2054.833740 Iteration 12Q: 3 clusters Score -50760.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -50834.808594 Penalty: 2054.833740 Iteration 13Q: 3 clusters Score -50834.81 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -50871.683594 Penalty: 2054.833740 Iteration 14Q: 3 clusters Score -50871.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -50903.226562 Penalty: 2054.833740 Iteration 15Q: 3 clusters Score -50903.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -50928.167969 Penalty: 2054.833740 Iteration 16Q: 3 clusters Score -50928.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -50954.785156 Penalty: 2054.833740 Iteration 17Q: 3 clusters Score -50954.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -50983.878906 Penalty: 2054.833740 Iteration 18Q: 3 clusters Score -50983.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -51001.414062 Penalty: 2054.833740 Iteration 19Q: 3 clusters Score -51001.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -51014.562500 Penalty: 2054.833740 Iteration 20F: 3 clusters Score -51014.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -51017.324219 Penalty: 2054.833740 Iteration 21Q: 3 clusters Score -51017.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51020.679688 Penalty: 2054.833740 Iteration 22Q: 3 clusters Score -51020.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -51020.679688 Penalty: 2054.833740 Iteration 23F: 3 clusters Score -51020.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Entering Unmasked Estep Score: -134386.546875 Penalty: 1170.068970 Iteration 0F: 2 clusters Score -134386.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -132715.578125 Penalty: 2340.137939 Iteration 0F: 3 clusters Score -132715.6 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -133020.984375 Penalty: 2340.137939 Iteration 1F: 3 clusters Score -133021 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -133104.640625 Penalty: 2340.137939 Iteration 2F: 3 clusters Score -133104.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -133150.406250 Penalty: 2340.137939 Iteration 3Q: 3 clusters Score -133150.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -133173.312500 Penalty: 2340.137939 Iteration 4Q: 3 clusters Score -133173.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -133182.703125 Penalty: 2340.137939 Iteration 5Q: 3 clusters Score -133182.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -133193.687500 Penalty: 2340.137939 Iteration 6Q: 3 clusters Score -133193.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -133210.890625 Penalty: 2340.137939 Iteration 7Q: 3 clusters Score -133210.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -133230.187500 Penalty: 2340.137939 Iteration 8Q: 3 clusters Score -133230.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -133250.859375 Penalty: 2340.137939 Iteration 9Q: 3 clusters Score -133250.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -133264.390625 Penalty: 2340.137939 Iteration 10Q: 3 clusters Score -133264.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -133270.062500 Penalty: 2340.137939 Iteration 11Q: 3 clusters Score -133270.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -133274.656250 Penalty: 2340.137939 Iteration 12Q: 3 clusters Score -133274.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -133275.781250 Penalty: 2340.137939 Iteration 13Q: 3 clusters Score -133275.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -133277.125000 Penalty: 2340.137939 Iteration 14Q: 3 clusters Score -133277.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -133279.281250 Penalty: 2340.137939 Iteration 15Q: 3 clusters Score -133279.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -133284.031250 Penalty: 2340.137939 Iteration 16Q: 3 clusters Score -133284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -133285.171875 Penalty: 2340.137939 Iteration 17Q: 3 clusters Score -133285.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -133288.906250 Penalty: 2340.137939 Iteration 18Q: 3 clusters Score -133288.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -133293.015625 Penalty: 2340.137939 Iteration 19Q: 3 clusters Score -133293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -133295.312500 Penalty: 2340.137939 Iteration 20F: 3 clusters Score -133295.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -133297.265625 Penalty: 2340.137939 Iteration 21Q: 3 clusters Score -133297.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -133298.328125 Penalty: 2340.137939 Iteration 22Q: 3 clusters Score -133298.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -133299.328125 Penalty: 2340.137939 Iteration 23Q: 3 clusters Score -133299.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -133300.437500 Penalty: 2340.137939 Iteration 24Q: 3 clusters Score -133300.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -133300.875000 Penalty: 2340.137939 Iteration 25Q: 3 clusters Score -133300.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -133301.796875 Penalty: 2340.137939 Iteration 26Q: 3 clusters Score -133301.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -133302.593750 Penalty: 2340.137939 Iteration 27Q: 3 clusters Score -133302.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -133303.421875 Penalty: 2340.137939 Iteration 28Q: 3 clusters Score -133303.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -133303.421875 Penalty: 2340.137939 Iteration 29F: 3 clusters Score -133303.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Entering Unmasked Estep Score: -1081282.875000 Penalty: 1500.391235 Iteration 0F: 2 clusters Score -1081283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -1073962.125000 Penalty: 3000.782471 Iteration 0F: 3 clusters Score -1073962 nChanged 4469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1076436.500000 Penalty: 3000.782471 Iteration 1F: 3 clusters Score -1076436 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1076751.875000 Penalty: 3000.782471 Iteration 2F: 3 clusters Score -1076752 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1076985.375000 Penalty: 3000.782471 Iteration 3F: 3 clusters Score -1076985 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1077224.000000 Penalty: 3000.782471 Iteration 4Q: 3 clusters Score -1077224 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1077450.500000 Penalty: 3000.782471 Iteration 5Q: 3 clusters Score -1077450 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -1077715.875000 Penalty: 3000.782471 Iteration 6Q: 3 clusters Score -1077716 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1077996.500000 Penalty: 3000.782471 Iteration 7Q: 3 clusters Score -1077996 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1078274.375000 Penalty: 3000.782471 Iteration 8Q: 3 clusters Score -1078274 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1078543.000000 Penalty: 3000.782471 Iteration 9Q: 3 clusters Score -1078543 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1078769.500000 Penalty: 3000.782471 Iteration 10Q: 3 clusters Score -1078770 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1078973.750000 Penalty: 3000.782471 Iteration 11Q: 3 clusters Score -1078974 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1079150.625000 Penalty: 3000.782471 Iteration 12Q: 3 clusters Score -1079151 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1079273.375000 Penalty: 3000.782471 Iteration 13Q: 3 clusters Score -1079273 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1079353.875000 Penalty: 3000.782471 Iteration 14Q: 3 clusters Score -1079354 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1079409.375000 Penalty: 3000.782471 Iteration 15Q: 3 clusters Score -1079409 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1079450.250000 Penalty: 3000.782471 Iteration 16Q: 3 clusters Score -1079450 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1079493.625000 Penalty: 3000.782471 Iteration 17Q: 3 clusters Score -1079494 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1079535.750000 Penalty: 3000.782471 Iteration 18Q: 3 clusters Score -1079536 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1079574.125000 Penalty: 3000.782471 Iteration 19Q: 3 clusters Score -1079574 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -1079605.000000 Penalty: 3000.782471 Iteration 20F: 3 clusters Score -1079605 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1079624.125000 Penalty: 3000.782471 Iteration 21Q: 3 clusters Score -1079624 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1079644.000000 Penalty: 3000.782471 Iteration 22Q: 3 clusters Score -1079644 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1079661.375000 Penalty: 3000.782471 Iteration 23Q: 3 clusters Score -1079661 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1079673.000000 Penalty: 3000.782471 Iteration 24Q: 3 clusters Score -1079673 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -1079684.125000 Penalty: 3000.782471 Iteration 25Q: 3 clusters Score -1079684 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1079694.125000 Penalty: 3000.782471 Iteration 26Q: 3 clusters Score -1079694 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -1079708.750000 Penalty: 3000.782471 Iteration 27Q: 3 clusters Score -1079709 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1079717.250000 Penalty: 3000.782471 Iteration 28Q: 3 clusters Score -1079717 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1079731.250000 Penalty: 3000.782471 Iteration 29Q: 3 clusters Score -1079731 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1079744.250000 Penalty: 3000.782471 Iteration 30Q: 3 clusters Score -1079744 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1079753.875000 Penalty: 3000.782471 Iteration 31Q: 3 clusters Score -1079754 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1079762.250000 Penalty: 3000.782471 Iteration 32Q: 3 clusters Score -1079762 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1079769.125000 Penalty: 3000.782471 Iteration 33Q: 3 clusters Score -1079769 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1079775.625000 Penalty: 3000.782471 Iteration 34Q: 3 clusters Score -1079776 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1079781.750000 Penalty: 3000.782471 Iteration 35Q: 3 clusters Score -1079782 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1079793.625000 Penalty: 3000.782471 Iteration 36Q: 3 clusters Score -1079794 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1079809.500000 Penalty: 3000.782471 Iteration 37Q: 3 clusters Score -1079810 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1079821.250000 Penalty: 3000.782471 Iteration 38Q: 3 clusters Score -1079821 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1079828.625000 Penalty: 3000.782471 Iteration 39Q: 3 clusters Score -1079829 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1079837.875000 Penalty: 3000.782471 Iteration 40F: 3 clusters Score -1079838 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1079843.125000 Penalty: 3000.782471 Iteration 41Q: 3 clusters Score -1079843 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1079846.625000 Penalty: 3000.782471 Iteration 42Q: 3 clusters Score -1079847 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1079850.500000 Penalty: 3000.782471 Iteration 43Q: 3 clusters Score -1079850 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1079858.250000 Penalty: 3000.782471 Iteration 44Q: 3 clusters Score -1079858 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1079861.500000 Penalty: 3000.782471 Iteration 45Q: 3 clusters Score -1079862 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1079865.750000 Penalty: 3000.782471 Iteration 46Q: 3 clusters Score -1079866 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1079870.500000 Penalty: 3000.782471 Iteration 47Q: 3 clusters Score -1079870 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1079875.375000 Penalty: 3000.782471 Iteration 48Q: 3 clusters Score -1079875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1079878.125000 Penalty: 3000.782471 Iteration 49Q: 3 clusters Score -1079878 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1079883.125000 Penalty: 3000.782471 Iteration 50Q: 3 clusters Score -1079883 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1079885.875000 Penalty: 3000.782471 Iteration 51Q: 3 clusters Score -1079886 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1079890.750000 Penalty: 3000.782471 Iteration 52Q: 3 clusters Score -1079891 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1079899.375000 Penalty: 3000.782471 Iteration 53Q: 3 clusters Score -1079899 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1079904.250000 Penalty: 3000.782471 Iteration 54Q: 3 clusters Score -1079904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1079907.000000 Penalty: 3000.782471 Iteration 55Q: 3 clusters Score -1079907 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1079909.125000 Penalty: 3000.782471 Iteration 56Q: 3 clusters Score -1079909 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1079910.375000 Penalty: 3000.782471 Iteration 57Q: 3 clusters Score -1079910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1079912.375000 Penalty: 3000.782471 Iteration 58Q: 3 clusters Score -1079912 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1079915.375000 Penalty: 3000.782471 Iteration 59Q: 3 clusters Score -1079915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1079915.125000 Penalty: 3000.782471 Iteration 60F: 3 clusters Score -1079915 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1079917.625000 Penalty: 3000.782471 Iteration 61Q: 3 clusters Score -1079918 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1079921.625000 Penalty: 3000.782471 Iteration 62Q: 3 clusters Score -1079922 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1079927.375000 Penalty: 3000.782471 Iteration 63Q: 3 clusters Score -1079927 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1079930.125000 Penalty: 3000.782471 Iteration 64Q: 3 clusters Score -1079930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1079931.750000 Penalty: 3000.782471 Iteration 65Q: 3 clusters Score -1079932 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1079938.750000 Penalty: 3000.782471 Iteration 66Q: 3 clusters Score -1079939 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1079942.125000 Penalty: 3000.782471 Iteration 67Q: 3 clusters Score -1079942 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1079942.000000 Penalty: 3000.782471 Iteration 68Q: 3 clusters Score -1079942 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1079948.375000 Penalty: 3000.782471 Iteration 69Q: 3 clusters Score -1079948 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1079950.875000 Penalty: 3000.782471 Iteration 70Q: 3 clusters Score -1079951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1079956.750000 Penalty: 3000.782471 Iteration 71Q: 3 clusters Score -1079957 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1079965.000000 Penalty: 3000.782471 Iteration 72Q: 3 clusters Score -1079965 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1079968.375000 Penalty: 3000.782471 Iteration 73Q: 3 clusters Score -1079968 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1079974.125000 Penalty: 3000.782471 Iteration 74Q: 3 clusters Score -1079974 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1079978.375000 Penalty: 3000.782471 Iteration 75Q: 3 clusters Score -1079978 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1079985.125000 Penalty: 3000.782471 Iteration 76Q: 3 clusters Score -1079985 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1079986.000000 Penalty: 3000.782471 Iteration 77Q: 3 clusters Score -1079986 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1079988.125000 Penalty: 3000.782471 Iteration 78Q: 3 clusters Score -1079988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1079988.625000 Penalty: 3000.782471 Iteration 79Q: 3 clusters Score -1079989 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1079991.125000 Penalty: 3000.782471 Iteration 80F: 3 clusters Score -1079991 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1079996.000000 Penalty: 3000.782471 Iteration 81Q: 3 clusters Score -1079996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1079997.875000 Penalty: 3000.782471 Iteration 82Q: 3 clusters Score -1079998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1080000.125000 Penalty: 3000.782471 Iteration 83Q: 3 clusters Score -1080000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1079999.500000 Penalty: 3000.782471 Iteration 84Q: 3 clusters Score -1080000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1079999.500000 Penalty: 3000.782471 Iteration 85F: 3 clusters Score -1080000 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Entering Unmasked Estep Score: -502505.031250 Penalty: 1383.359985 Iteration 0F: 2 clusters Score -502505 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -498472.250000 Penalty: 2766.719971 Iteration 0F: 3 clusters Score -498472.2 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -499652.000000 Penalty: 2766.719971 Iteration 1F: 3 clusters Score -499652 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -499905.281250 Penalty: 2766.719971 Iteration 2F: 3 clusters Score -499905.3 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -500127.312500 Penalty: 2766.719971 Iteration 3F: 3 clusters Score -500127.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -500350.406250 Penalty: 2766.719971 Iteration 4F: 3 clusters Score -500350.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -500533.625000 Penalty: 2766.719971 Iteration 5F: 3 clusters Score -500533.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -500691.000000 Penalty: 2766.719971 Iteration 6Q: 3 clusters Score -500691 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -500828.531250 Penalty: 2766.719971 Iteration 7Q: 3 clusters Score -500828.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -500935.156250 Penalty: 2766.719971 Iteration 8Q: 3 clusters Score -500935.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -501032.531250 Penalty: 2766.719971 Iteration 9Q: 3 clusters Score -501032.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -501097.250000 Penalty: 2766.719971 Iteration 10Q: 3 clusters Score -501097.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -501141.468750 Penalty: 2766.719971 Iteration 11Q: 3 clusters Score -501141.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -501168.375000 Penalty: 2766.719971 Iteration 12Q: 3 clusters Score -501168.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -501190.000000 Penalty: 2766.719971 Iteration 13Q: 3 clusters Score -501190 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -501207.531250 Penalty: 2766.719971 Iteration 14Q: 3 clusters Score -501207.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -501224.531250 Penalty: 2766.719971 Iteration 15Q: 3 clusters Score -501224.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -501231.625000 Penalty: 2766.719971 Iteration 16Q: 3 clusters Score -501231.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -501240.093750 Penalty: 2766.719971 Iteration 17Q: 3 clusters Score -501240.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -501246.750000 Penalty: 2766.719971 Iteration 18Q: 3 clusters Score -501246.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -501250.375000 Penalty: 2766.719971 Iteration 19Q: 3 clusters Score -501250.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -501254.718750 Penalty: 2766.719971 Iteration 20F: 3 clusters Score -501254.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -501262.156250 Penalty: 2766.719971 Iteration 21Q: 3 clusters Score -501262.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -501263.906250 Penalty: 2766.719971 Iteration 22Q: 3 clusters Score -501263.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -501265.000000 Penalty: 2766.719971 Iteration 23Q: 3 clusters Score -501265 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -501265.468750 Penalty: 2766.719971 Iteration 24Q: 3 clusters Score -501265.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -501265.906250 Penalty: 2766.719971 Iteration 25Q: 3 clusters Score -501265.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -501266.531250 Penalty: 2766.719971 Iteration 26Q: 3 clusters Score -501266.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -501266.531250 Penalty: 2766.719971 Iteration 27F: 3 clusters Score -501266.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Entering Unmasked Estep Score: -44206.019531 Penalty: 990.571533 Iteration 0F: 2 clusters Score -44206.02 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 220 members Entering Unmasked Estep Score: -43150.808594 Penalty: 1981.143066 Iteration 0F: 3 clusters Score -43150.81 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -43281.867188 Penalty: 1981.143066 Iteration 1F: 3 clusters Score -43281.87 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -43337.726562 Penalty: 1981.143066 Iteration 2F: 3 clusters Score -43337.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -43369.820312 Penalty: 1981.143066 Iteration 3Q: 3 clusters Score -43369.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -43382.695312 Penalty: 1981.143066 Iteration 4Q: 3 clusters Score -43382.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -43387.164062 Penalty: 1981.143066 Iteration 5Q: 3 clusters Score -43387.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -43387.164062 Penalty: 1981.143066 Iteration 6F: 3 clusters Score -43387.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Entering Unmasked Estep Score: -241646.109375 Penalty: 1267.593140 Iteration 0F: 2 clusters Score -241646.1 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 1216 members Entering Unmasked Estep Score: -239255.687500 Penalty: 2535.186279 Iteration 0F: 3 clusters Score -239255.7 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -239732.125000 Penalty: 2535.186279 Iteration 1F: 3 clusters Score -239732.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -239840.156250 Penalty: 2535.186279 Iteration 2F: 3 clusters Score -239840.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -239898.296875 Penalty: 2535.186279 Iteration 3Q: 3 clusters Score -239898.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -239932.187500 Penalty: 2535.186279 Iteration 4Q: 3 clusters Score -239932.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -239958.578125 Penalty: 2535.186279 Iteration 5Q: 3 clusters Score -239958.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -239981.046875 Penalty: 2535.186279 Iteration 6Q: 3 clusters Score -239981 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -240002.000000 Penalty: 2535.186279 Iteration 7Q: 3 clusters Score -240002 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -240015.750000 Penalty: 2535.186279 Iteration 8Q: 3 clusters Score -240015.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -240023.937500 Penalty: 2535.186279 Iteration 9Q: 3 clusters Score -240023.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -240028.812500 Penalty: 2535.186279 Iteration 10Q: 3 clusters Score -240028.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -240035.140625 Penalty: 2535.186279 Iteration 11Q: 3 clusters Score -240035.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -240040.250000 Penalty: 2535.186279 Iteration 12Q: 3 clusters Score -240040.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -240046.031250 Penalty: 2535.186279 Iteration 13Q: 3 clusters Score -240046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -240053.875000 Penalty: 2535.186279 Iteration 14Q: 3 clusters Score -240053.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -240063.796875 Penalty: 2535.186279 Iteration 15Q: 3 clusters Score -240063.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -240073.250000 Penalty: 2535.186279 Iteration 16Q: 3 clusters Score -240073.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -240084.703125 Penalty: 2535.186279 Iteration 17Q: 3 clusters Score -240084.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -240094.921875 Penalty: 2535.186279 Iteration 18Q: 3 clusters Score -240094.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -240105.734375 Penalty: 2535.186279 Iteration 19Q: 3 clusters Score -240105.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -240117.421875 Penalty: 2535.186279 Iteration 20F: 3 clusters Score -240117.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -240128.656250 Penalty: 2535.186279 Iteration 21Q: 3 clusters Score -240128.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -240136.578125 Penalty: 2535.186279 Iteration 22Q: 3 clusters Score -240136.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -240142.031250 Penalty: 2535.186279 Iteration 23Q: 3 clusters Score -240142 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -240145.906250 Penalty: 2535.186279 Iteration 24Q: 3 clusters Score -240145.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -240151.593750 Penalty: 2535.186279 Iteration 25Q: 3 clusters Score -240151.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -240157.359375 Penalty: 2535.186279 Iteration 26Q: 3 clusters Score -240157.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -240166.312500 Penalty: 2535.186279 Iteration 27Q: 3 clusters Score -240166.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -240172.468750 Penalty: 2535.186279 Iteration 28Q: 3 clusters Score -240172.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -240178.906250 Penalty: 2535.186279 Iteration 29Q: 3 clusters Score -240178.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -240188.703125 Penalty: 2535.186279 Iteration 30Q: 3 clusters Score -240188.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -240199.171875 Penalty: 2535.186279 Iteration 31Q: 3 clusters Score -240199.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -240213.796875 Penalty: 2535.186279 Iteration 32Q: 3 clusters Score -240213.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -240221.593750 Penalty: 2535.186279 Iteration 33Q: 3 clusters Score -240221.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -240228.109375 Penalty: 2535.186279 Iteration 34Q: 3 clusters Score -240228.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -240235.578125 Penalty: 2535.186279 Iteration 35Q: 3 clusters Score -240235.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -240240.531250 Penalty: 2535.186279 Iteration 36Q: 3 clusters Score -240240.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -240246.875000 Penalty: 2535.186279 Iteration 37Q: 3 clusters Score -240246.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -240254.640625 Penalty: 2535.186279 Iteration 38Q: 3 clusters Score -240254.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -240260.640625 Penalty: 2535.186279 Iteration 39Q: 3 clusters Score -240260.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -240264.625000 Penalty: 2535.186279 Iteration 40F: 3 clusters Score -240264.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -240270.812500 Penalty: 2535.186279 Iteration 41Q: 3 clusters Score -240270.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -240282.890625 Penalty: 2535.186279 Iteration 42Q: 3 clusters Score -240282.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -240291.578125 Penalty: 2535.186279 Iteration 43Q: 3 clusters Score -240291.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -240300.234375 Penalty: 2535.186279 Iteration 44Q: 3 clusters Score -240300.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -240307.203125 Penalty: 2535.186279 Iteration 45Q: 3 clusters Score -240307.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -240315.250000 Penalty: 2535.186279 Iteration 46Q: 3 clusters Score -240315.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -240323.750000 Penalty: 2535.186279 Iteration 47Q: 3 clusters Score -240323.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -240328.062500 Penalty: 2535.186279 Iteration 48Q: 3 clusters Score -240328.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -240331.218750 Penalty: 2535.186279 Iteration 49Q: 3 clusters Score -240331.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -240339.125000 Penalty: 2535.186279 Iteration 50Q: 3 clusters Score -240339.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -240344.546875 Penalty: 2535.186279 Iteration 51Q: 3 clusters Score -240344.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -240347.593750 Penalty: 2535.186279 Iteration 52Q: 3 clusters Score -240347.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -240349.390625 Penalty: 2535.186279 Iteration 53Q: 3 clusters Score -240349.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -240352.125000 Penalty: 2535.186279 Iteration 54Q: 3 clusters Score -240352.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -240353.500000 Penalty: 2535.186279 Iteration 55Q: 3 clusters Score -240353.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -240355.234375 Penalty: 2535.186279 Iteration 56Q: 3 clusters Score -240355.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -240356.109375 Penalty: 2535.186279 Iteration 57Q: 3 clusters Score -240356.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -240357.515625 Penalty: 2535.186279 Iteration 58Q: 3 clusters Score -240357.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -240359.609375 Penalty: 2535.186279 Iteration 59Q: 3 clusters Score -240359.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -240361.703125 Penalty: 2535.186279 Iteration 60F: 3 clusters Score -240361.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -240363.875000 Penalty: 2535.186279 Iteration 61Q: 3 clusters Score -240363.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -240367.078125 Penalty: 2535.186279 Iteration 62Q: 3 clusters Score -240367.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -240367.156250 Penalty: 2535.186279 Iteration 63Q: 3 clusters Score -240367.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -240367.515625 Penalty: 2535.186279 Iteration 64Q: 3 clusters Score -240367.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -240367.515625 Penalty: 2535.186279 Iteration 65F: 3 clusters Score -240367.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -71218.203125 Penalty: 1084.205322 Iteration 0F: 2 clusters Score -71218.2 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 399 members Entering Unmasked Estep Score: -69978.968750 Penalty: 2168.410645 Iteration 0F: 3 clusters Score -69978.97 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -70317.859375 Penalty: 2168.410645 Iteration 1F: 3 clusters Score -70317.86 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -70517.312500 Penalty: 2168.410645 Iteration 2F: 3 clusters Score -70517.31 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -70701.109375 Penalty: 2168.410645 Iteration 3F: 3 clusters Score -70701.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -70786.562500 Penalty: 2168.410645 Iteration 4F: 3 clusters Score -70786.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -70839.320312 Penalty: 2168.410645 Iteration 5Q: 3 clusters Score -70839.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -70871.984375 Penalty: 2168.410645 Iteration 6Q: 3 clusters Score -70871.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -70886.992188 Penalty: 2168.410645 Iteration 7Q: 3 clusters Score -70886.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -70912.179688 Penalty: 2168.410645 Iteration 8Q: 3 clusters Score -70912.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -70946.046875 Penalty: 2168.410645 Iteration 9Q: 3 clusters Score -70946.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -70970.835938 Penalty: 2168.410645 Iteration 10Q: 3 clusters Score -70970.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -70983.585938 Penalty: 2168.410645 Iteration 11Q: 3 clusters Score -70983.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -70992.507812 Penalty: 2168.410645 Iteration 12Q: 3 clusters Score -70992.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -70998.648438 Penalty: 2168.410645 Iteration 13Q: 3 clusters Score -70998.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -70999.937500 Penalty: 2168.410645 Iteration 14Q: 3 clusters Score -70999.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -70999.937500 Penalty: 2168.410645 Iteration 15F: 3 clusters Score -70999.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Entering Unmasked Estep Score: -28201.472656 Penalty: 929.016968 Iteration 0F: 2 clusters Score -28201.47 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 136 members Entering Unmasked Estep Score: -27339.708984 Penalty: 1858.033936 Iteration 0F: 3 clusters Score -27339.71 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -27477.404297 Penalty: 1858.033936 Iteration 1F: 3 clusters Score -27477.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -27594.660156 Penalty: 1858.033936 Iteration 2F: 3 clusters Score -27594.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -27635.701172 Penalty: 1858.033936 Iteration 3Q: 3 clusters Score -27635.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -27680.886719 Penalty: 1858.033936 Iteration 4Q: 3 clusters Score -27680.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27732.580078 Penalty: 1858.033936 Iteration 5Q: 3 clusters Score -27732.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -27782.582031 Penalty: 1858.033936 Iteration 6Q: 3 clusters Score -27782.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -27823.783203 Penalty: 1858.033936 Iteration 7Q: 3 clusters Score -27823.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -27836.326172 Penalty: 1858.033936 Iteration 8Q: 3 clusters Score -27836.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -27837.496094 Penalty: 1858.033936 Iteration 9Q: 3 clusters Score -27837.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -27837.496094 Penalty: 1858.033936 Iteration 10F: 3 clusters Score -27837.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -47735.769531 Penalty: 1006.590881 Iteration 0F: 2 clusters Score -47735.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -46740.113281 Penalty: 2013.181763 Iteration 0F: 3 clusters Score -46740.11 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -46908.558594 Penalty: 2013.181763 Iteration 1F: 3 clusters Score -46908.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -46946.578125 Penalty: 2013.181763 Iteration 2Q: 3 clusters Score -46946.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -46972.667969 Penalty: 2013.181763 Iteration 3Q: 3 clusters Score -46972.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -46988.726562 Penalty: 2013.181763 Iteration 4Q: 3 clusters Score -46988.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -46998.066406 Penalty: 2013.181763 Iteration 5Q: 3 clusters Score -46998.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -47000.238281 Penalty: 2013.181763 Iteration 6Q: 3 clusters Score -47000.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47004.507812 Penalty: 2013.181763 Iteration 7Q: 3 clusters Score -47004.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47004.507812 Penalty: 2013.181763 Iteration 8F: 3 clusters Score -47004.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Entering Unmasked Estep Score: -80232.984375 Penalty: 1085.434937 Iteration 0F: 2 clusters Score -80232.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -78931.968750 Penalty: 2170.869873 Iteration 0F: 3 clusters Score -78931.97 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -79129.984375 Penalty: 2170.869873 Iteration 1F: 3 clusters Score -79129.98 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -79189.484375 Penalty: 2170.869873 Iteration 2F: 3 clusters Score -79189.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -79228.265625 Penalty: 2170.869873 Iteration 3Q: 3 clusters Score -79228.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -79254.570312 Penalty: 2170.869873 Iteration 4Q: 3 clusters Score -79254.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79273.671875 Penalty: 2170.869873 Iteration 5Q: 3 clusters Score -79273.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -79309.304688 Penalty: 2170.869873 Iteration 6Q: 3 clusters Score -79309.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -79327.914062 Penalty: 2170.869873 Iteration 7Q: 3 clusters Score -79327.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -79344.289062 Penalty: 2170.869873 Iteration 8Q: 3 clusters Score -79344.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -79348.593750 Penalty: 2170.869873 Iteration 9Q: 3 clusters Score -79348.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -79356.742188 Penalty: 2170.869873 Iteration 10Q: 3 clusters Score -79356.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79372.921875 Penalty: 2170.869873 Iteration 11Q: 3 clusters Score -79372.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79397.273438 Penalty: 2170.869873 Iteration 12Q: 3 clusters Score -79397.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -79415.218750 Penalty: 2170.869873 Iteration 13Q: 3 clusters Score -79415.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -79425.835938 Penalty: 2170.869873 Iteration 14Q: 3 clusters Score -79425.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79431.054688 Penalty: 2170.869873 Iteration 15Q: 3 clusters Score -79431.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -79440.992188 Penalty: 2170.869873 Iteration 16Q: 3 clusters Score -79440.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -79452.421875 Penalty: 2170.869873 Iteration 17Q: 3 clusters Score -79452.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -79460.101562 Penalty: 2170.869873 Iteration 18Q: 3 clusters Score -79460.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -79466.484375 Penalty: 2170.869873 Iteration 19Q: 3 clusters Score -79466.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -79473.421875 Penalty: 2170.869873 Iteration 20F: 3 clusters Score -79473.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -79485.226562 Penalty: 2170.869873 Iteration 21Q: 3 clusters Score -79485.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -79499.234375 Penalty: 2170.869873 Iteration 22Q: 3 clusters Score -79499.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -79508.617188 Penalty: 2170.869873 Iteration 23Q: 3 clusters Score -79508.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -79514.781250 Penalty: 2170.869873 Iteration 24Q: 3 clusters Score -79514.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -79521.882812 Penalty: 2170.869873 Iteration 25Q: 3 clusters Score -79521.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -79527.140625 Penalty: 2170.869873 Iteration 26Q: 3 clusters Score -79527.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -79533.179688 Penalty: 2170.869873 Iteration 27Q: 3 clusters Score -79533.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -79541.742188 Penalty: 2170.869873 Iteration 28Q: 3 clusters Score -79541.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -79553.109375 Penalty: 2170.869873 Iteration 29Q: 3 clusters Score -79553.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -79559.500000 Penalty: 2170.869873 Iteration 30Q: 3 clusters Score -79559.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -79565.812500 Penalty: 2170.869873 Iteration 31Q: 3 clusters Score -79565.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -79572.515625 Penalty: 2170.869873 Iteration 32Q: 3 clusters Score -79572.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -79575.328125 Penalty: 2170.869873 Iteration 33Q: 3 clusters Score -79575.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -79576.437500 Penalty: 2170.869873 Iteration 34Q: 3 clusters Score -79576.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -79576.968750 Penalty: 2170.869873 Iteration 35Q: 3 clusters Score -79576.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -79576.968750 Penalty: 2170.869873 Iteration 36F: 3 clusters Score -79576.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Entering Unmasked Estep Score: -254203.468750 Penalty: 1268.455811 Iteration 0F: 2 clusters Score -254203.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -251888.031250 Penalty: 2536.911621 Iteration 0F: 3 clusters Score -251888 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -252415.859375 Penalty: 2536.911621 Iteration 1F: 3 clusters Score -252415.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -252546.812500 Penalty: 2536.911621 Iteration 2F: 3 clusters Score -252546.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -252629.031250 Penalty: 2536.911621 Iteration 3F: 3 clusters Score -252629 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -252683.171875 Penalty: 2536.911621 Iteration 4Q: 3 clusters Score -252683.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -252729.406250 Penalty: 2536.911621 Iteration 5Q: 3 clusters Score -252729.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -252773.015625 Penalty: 2536.911621 Iteration 6Q: 3 clusters Score -252773 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -252816.406250 Penalty: 2536.911621 Iteration 7Q: 3 clusters Score -252816.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -252858.593750 Penalty: 2536.911621 Iteration 8Q: 3 clusters Score -252858.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -252900.218750 Penalty: 2536.911621 Iteration 9Q: 3 clusters Score -252900.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -252958.781250 Penalty: 2536.911621 Iteration 10Q: 3 clusters Score -252958.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -253031.265625 Penalty: 2536.911621 Iteration 11Q: 3 clusters Score -253031.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -253103.046875 Penalty: 2536.911621 Iteration 12Q: 3 clusters Score -253103 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -253170.203125 Penalty: 2536.911621 Iteration 13Q: 3 clusters Score -253170.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -253216.046875 Penalty: 2536.911621 Iteration 14Q: 3 clusters Score -253216 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -253246.109375 Penalty: 2536.911621 Iteration 15Q: 3 clusters Score -253246.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -253283.390625 Penalty: 2536.911621 Iteration 16Q: 3 clusters Score -253283.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -253312.781250 Penalty: 2536.911621 Iteration 17Q: 3 clusters Score -253312.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -253344.453125 Penalty: 2536.911621 Iteration 18Q: 3 clusters Score -253344.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -253375.671875 Penalty: 2536.911621 Iteration 19Q: 3 clusters Score -253375.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -253399.859375 Penalty: 2536.911621 Iteration 20F: 3 clusters Score -253399.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -253419.578125 Penalty: 2536.911621 Iteration 21Q: 3 clusters Score -253419.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -253438.046875 Penalty: 2536.911621 Iteration 22Q: 3 clusters Score -253438 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -253453.500000 Penalty: 2536.911621 Iteration 23Q: 3 clusters Score -253453.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -253462.828125 Penalty: 2536.911621 Iteration 24Q: 3 clusters Score -253462.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -253468.687500 Penalty: 2536.911621 Iteration 25Q: 3 clusters Score -253468.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -253471.218750 Penalty: 2536.911621 Iteration 26Q: 3 clusters Score -253471.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -253477.156250 Penalty: 2536.911621 Iteration 27Q: 3 clusters Score -253477.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -253481.906250 Penalty: 2536.911621 Iteration 28Q: 3 clusters Score -253481.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -253485.937500 Penalty: 2536.911621 Iteration 29Q: 3 clusters Score -253485.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -253488.093750 Penalty: 2536.911621 Iteration 30Q: 3 clusters Score -253488.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -253489.468750 Penalty: 2536.911621 Iteration 31Q: 3 clusters Score -253489.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -253490.843750 Penalty: 2536.911621 Iteration 32Q: 3 clusters Score -253490.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -253492.203125 Penalty: 2536.911621 Iteration 33Q: 3 clusters Score -253492.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -253493.187500 Penalty: 2536.911621 Iteration 34Q: 3 clusters Score -253493.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -253493.609375 Penalty: 2536.911621 Iteration 35Q: 3 clusters Score -253493.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -253494.625000 Penalty: 2536.911621 Iteration 36Q: 3 clusters Score -253494.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -253494.546875 Penalty: 2536.911621 Iteration 37Q: 3 clusters Score -253494.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -253495.359375 Penalty: 2536.911621 Iteration 38Q: 3 clusters Score -253495.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -253497.781250 Penalty: 2536.911621 Iteration 39Q: 3 clusters Score -253497.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -253499.500000 Penalty: 2536.911621 Iteration 40F: 3 clusters Score -253499.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -253502.656250 Penalty: 2536.911621 Iteration 41Q: 3 clusters Score -253502.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -253504.640625 Penalty: 2536.911621 Iteration 42Q: 3 clusters Score -253504.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -253505.906250 Penalty: 2536.911621 Iteration 43Q: 3 clusters Score -253505.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -253507.156250 Penalty: 2536.911621 Iteration 44Q: 3 clusters Score -253507.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -253508.031250 Penalty: 2536.911621 Iteration 45Q: 3 clusters Score -253508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -253509.531250 Penalty: 2536.911621 Iteration 46Q: 3 clusters Score -253509.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -253511.328125 Penalty: 2536.911621 Iteration 47Q: 3 clusters Score -253511.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -253512.281250 Penalty: 2536.911621 Iteration 48Q: 3 clusters Score -253512.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -253513.265625 Penalty: 2536.911621 Iteration 49Q: 3 clusters Score -253513.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -253515.921875 Penalty: 2536.911621 Iteration 50Q: 3 clusters Score -253515.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -253517.609375 Penalty: 2536.911621 Iteration 51Q: 3 clusters Score -253517.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -253518.437500 Penalty: 2536.911621 Iteration 52Q: 3 clusters Score -253518.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -253519.453125 Penalty: 2536.911621 Iteration 53Q: 3 clusters Score -253519.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -253520.406250 Penalty: 2536.911621 Iteration 54Q: 3 clusters Score -253520.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -253521.890625 Penalty: 2536.911621 Iteration 55Q: 3 clusters Score -253521.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -253523.468750 Penalty: 2536.911621 Iteration 56Q: 3 clusters Score -253523.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -253525.000000 Penalty: 2536.911621 Iteration 57Q: 3 clusters Score -253525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -253525.296875 Penalty: 2536.911621 Iteration 58Q: 3 clusters Score -253525.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -253525.531250 Penalty: 2536.911621 Iteration 59Q: 3 clusters Score -253525.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -253525.531250 Penalty: 2536.911621 Iteration 60F: 3 clusters Score -253525.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (11030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Entering Unmasked Estep Score: -1115504.000000 Penalty: 1512.610840 Iteration 0F: 2 clusters Score -1115504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1107668.625000 Penalty: 3025.221680 Iteration 0F: 3 clusters Score -1107669 nChanged 4788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1110210.000000 Penalty: 3025.221680 Iteration 1F: 3 clusters Score -1110210 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -1110465.750000 Penalty: 3025.221680 Iteration 2F: 3 clusters Score -1110466 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1110662.625000 Penalty: 3025.221680 Iteration 3Q: 3 clusters Score -1110663 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1110828.500000 Penalty: 3025.221680 Iteration 4Q: 3 clusters Score -1110828 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -1111006.000000 Penalty: 3025.221680 Iteration 5Q: 3 clusters Score -1111006 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1111186.750000 Penalty: 3025.221680 Iteration 6Q: 3 clusters Score -1111187 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1111364.750000 Penalty: 3025.221680 Iteration 7Q: 3 clusters Score -1111365 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -1111571.375000 Penalty: 3025.221680 Iteration 8Q: 3 clusters Score -1111571 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -1111815.000000 Penalty: 3025.221680 Iteration 9Q: 3 clusters Score -1111815 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -1112069.750000 Penalty: 3025.221680 Iteration 10Q: 3 clusters Score -1112070 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -1112312.875000 Penalty: 3025.221680 Iteration 11Q: 3 clusters Score -1112313 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -1112531.875000 Penalty: 3025.221680 Iteration 12Q: 3 clusters Score -1112532 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -1112743.625000 Penalty: 3025.221680 Iteration 13Q: 3 clusters Score -1112744 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -1112921.500000 Penalty: 3025.221680 Iteration 14Q: 3 clusters Score -1112922 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1113051.750000 Penalty: 3025.221680 Iteration 15Q: 3 clusters Score -1113052 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1113173.875000 Penalty: 3025.221680 Iteration 16Q: 3 clusters Score -1113174 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1113284.000000 Penalty: 3025.221680 Iteration 17Q: 3 clusters Score -1113284 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -1113403.125000 Penalty: 3025.221680 Iteration 18Q: 3 clusters Score -1113403 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -1113519.500000 Penalty: 3025.221680 Iteration 19Q: 3 clusters Score -1113520 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1113609.000000 Penalty: 3025.221680 Iteration 20F: 3 clusters Score -1113609 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -1113702.125000 Penalty: 3025.221680 Iteration 21Q: 3 clusters Score -1113702 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -1113784.000000 Penalty: 3025.221680 Iteration 22Q: 3 clusters Score -1113784 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -1113873.375000 Penalty: 3025.221680 Iteration 23Q: 3 clusters Score -1113873 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -1113956.875000 Penalty: 3025.221680 Iteration 24Q: 3 clusters Score -1113957 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -1114022.125000 Penalty: 3025.221680 Iteration 25Q: 3 clusters Score -1114022 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -1114071.500000 Penalty: 3025.221680 Iteration 26Q: 3 clusters Score -1114072 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1114116.875000 Penalty: 3025.221680 Iteration 27Q: 3 clusters Score -1114117 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1114152.750000 Penalty: 3025.221680 Iteration 28Q: 3 clusters Score -1114153 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1114185.375000 Penalty: 3025.221680 Iteration 29Q: 3 clusters Score -1114185 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -1114205.375000 Penalty: 3025.221680 Iteration 30Q: 3 clusters Score -1114205 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 10069 members Entering Unmasked Estep Score: -1114225.500000 Penalty: 3025.221680 Iteration 31Q: 3 clusters Score -1114226 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -1114242.125000 Penalty: 3025.221680 Iteration 32Q: 3 clusters Score -1114242 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -1114249.625000 Penalty: 3025.221680 Iteration 33Q: 3 clusters Score -1114250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 10132 members Entering Unmasked Estep Score: -1114255.625000 Penalty: 3025.221680 Iteration 34Q: 3 clusters Score -1114256 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -1114262.375000 Penalty: 3025.221680 Iteration 35Q: 3 clusters Score -1114262 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1114268.375000 Penalty: 3025.221680 Iteration 36Q: 3 clusters Score -1114268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -1114276.500000 Penalty: 3025.221680 Iteration 37Q: 3 clusters Score -1114276 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -1114281.375000 Penalty: 3025.221680 Iteration 38Q: 3 clusters Score -1114281 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -1114289.125000 Penalty: 3025.221680 Iteration 39Q: 3 clusters Score -1114289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -1114295.625000 Penalty: 3025.221680 Iteration 40F: 3 clusters Score -1114296 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1114300.875000 Penalty: 3025.221680 Iteration 41Q: 3 clusters Score -1114301 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -1114306.250000 Penalty: 3025.221680 Iteration 42Q: 3 clusters Score -1114306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -1114309.875000 Penalty: 3025.221680 Iteration 43Q: 3 clusters Score -1114310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -1114312.750000 Penalty: 3025.221680 Iteration 44Q: 3 clusters Score -1114313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1114314.125000 Penalty: 3025.221680 Iteration 45Q: 3 clusters Score -1114314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -1114316.250000 Penalty: 3025.221680 Iteration 46Q: 3 clusters Score -1114316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1114316.125000 Penalty: 3025.221680 Iteration 47Q: 3 clusters Score -1114316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -1114319.250000 Penalty: 3025.221680 Iteration 48Q: 3 clusters Score -1114319 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -1114320.250000 Penalty: 3025.221680 Iteration 49Q: 3 clusters Score -1114320 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 10267 members Entering Unmasked Estep Score: -1114321.750000 Penalty: 3025.221680 Iteration 50Q: 3 clusters Score -1114322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -1114321.875000 Penalty: 3025.221680 Iteration 51Q: 3 clusters Score -1114322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -1114325.000000 Penalty: 3025.221680 Iteration 52Q: 3 clusters Score -1114325 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -1114329.125000 Penalty: 3025.221680 Iteration 53Q: 3 clusters Score -1114329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -1114330.375000 Penalty: 3025.221680 Iteration 54Q: 3 clusters Score -1114330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -1114332.250000 Penalty: 3025.221680 Iteration 55Q: 3 clusters Score -1114332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -1114332.625000 Penalty: 3025.221680 Iteration 56Q: 3 clusters Score -1114333 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -1114336.875000 Penalty: 3025.221680 Iteration 57Q: 3 clusters Score -1114337 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -1114340.625000 Penalty: 3025.221680 Iteration 58Q: 3 clusters Score -1114341 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -1114343.125000 Penalty: 3025.221680 Iteration 59Q: 3 clusters Score -1114343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 10318 members Entering Unmasked Estep Score: -1114346.500000 Penalty: 3025.221680 Iteration 60F: 3 clusters Score -1114346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -1114350.125000 Penalty: 3025.221680 Iteration 61Q: 3 clusters Score -1114350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -1114349.000000 Penalty: 3025.221680 Iteration 62Q: 3 clusters Score -1114349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -1114348.875000 Penalty: 3025.221680 Iteration 63Q: 3 clusters Score -1114349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -1114351.125000 Penalty: 3025.221680 Iteration 64Q: 3 clusters Score -1114351 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -1114351.625000 Penalty: 3025.221680 Iteration 65Q: 3 clusters Score -1114352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -1114351.625000 Penalty: 3025.221680 Iteration 66F: 3 clusters Score -1114352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 886 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2442 members Mstep: Class 13 contains 790 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2455 members Mstep: Class 21 contains 11030 members Entering Unmasked Estep ConsiderDeletion Score: -4139735.500000 Penalty: 29385.134766 Iteration 79Q: 18 clusters Score -4139736 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 887 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2438 members Mstep: Class 13 contains 789 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11034 members Entering Unmasked Estep ConsiderDeletion Score: -4139744.000000 Penalty: 29385.134766 Iteration 80F: 18 clusters Score -4139744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 886 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2437 members Mstep: Class 13 contains 789 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11037 members Entering Unmasked Estep ConsiderDeletion Score: -4139746.750000 Penalty: 29385.134766 Iteration 81Q: 18 clusters Score -4139747 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 887 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2435 members Mstep: Class 13 contains 787 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11040 members Entering Unmasked Estep ConsiderDeletion Score: -4139745.500000 Penalty: 29385.134766 Iteration 82Q: 18 clusters Score -4139746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2436 members Mstep: Class 13 contains 786 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11042 members Entering Unmasked Estep ConsiderDeletion Score: -4139746.250000 Penalty: 29385.134766 Iteration 83Q: 18 clusters Score -4139746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 884 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2435 members Mstep: Class 13 contains 786 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11044 members Entering Unmasked Estep ConsiderDeletion Score: -4139750.250000 Penalty: 29385.134766 Iteration 84Q: 18 clusters Score -4139750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 883 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2433 members Mstep: Class 13 contains 786 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11047 members Entering Unmasked Estep ConsiderDeletion Score: -4139751.250000 Penalty: 29385.134766 Iteration 85Q: 18 clusters Score -4139751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 882 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4979 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2429 members Mstep: Class 13 contains 786 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11052 members Entering Unmasked Estep ConsiderDeletion Score: -4139753.750000 Penalty: 29385.134766 Iteration 86Q: 18 clusters Score -4139754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 880 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2425 members Mstep: Class 13 contains 786 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11057 members Entering Unmasked Estep ConsiderDeletion Score: -4139755.750000 Penalty: 29385.134766 Iteration 87Q: 18 clusters Score -4139756 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 876 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2429 members Mstep: Class 13 contains 786 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11057 members Entering Unmasked Estep ConsiderDeletion Score: -4139757.500000 Penalty: 29385.134766 Iteration 88Q: 18 clusters Score -4139758 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 869 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2435 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11059 members Entering Unmasked Estep ConsiderDeletion Score: -4139757.500000 Penalty: 29385.134766 Iteration 89Q: 18 clusters Score -4139758 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 863 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2438 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11062 members Entering Unmasked Estep ConsiderDeletion Score: -4139754.500000 Penalty: 29385.134766 Iteration 90Q: 18 clusters Score -4139754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 858 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2441 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11064 members Entering Unmasked Estep ConsiderDeletion Score: -4139759.250000 Penalty: 29385.134766 Iteration 91Q: 18 clusters Score -4139759 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 854 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2442 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11067 members Entering Unmasked Estep ConsiderDeletion Score: -4139758.750000 Penalty: 29385.134766 Iteration 92Q: 18 clusters Score -4139759 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 853 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2442 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11068 members Entering Unmasked Estep ConsiderDeletion Score: -4139764.750000 Penalty: 29385.134766 Iteration 93Q: 18 clusters Score -4139765 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 852 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2440 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11071 members Entering Unmasked Estep ConsiderDeletion Score: -4139763.750000 Penalty: 29385.134766 Iteration 94Q: 18 clusters Score -4139764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 852 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2438 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11073 members Entering Unmasked Estep ConsiderDeletion Score: -4139763.000000 Penalty: 29385.134766 Iteration 95Q: 18 clusters Score -4139763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 851 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2439 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11073 members Entering Unmasked Estep ConsiderDeletion Score: -4139761.500000 Penalty: 29385.134766 Iteration 96Q: 18 clusters Score -4139762 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 850 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2439 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11074 members Entering Unmasked Estep ConsiderDeletion Score: -4139761.250000 Penalty: 29385.134766 Iteration 97Q: 18 clusters Score -4139761 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 849 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2439 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11075 members Entering Unmasked Estep ConsiderDeletion Score: -4139763.500000 Penalty: 29385.134766 Iteration 98Q: 18 clusters Score -4139764 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 849 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2438 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11076 members Entering Unmasked Estep ConsiderDeletion Score: -4139762.000000 Penalty: 29385.134766 Iteration 99Q: 18 clusters Score -4139762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 849 members Mstep: Class 5 contains 76 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1340 members Mstep: Class 9 contains 10231 members Mstep: Class 10 contains 4980 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 2438 members Mstep: Class 13 contains 785 members Mstep: Class 14 contains 304 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 796 members Mstep: Class 20 contains 2454 members Mstep: Class 21 contains 11076 members Entering Unmasked Estep ConsiderDeletion Score: -4139762.000000 Penalty: 29385.134766 Iteration 100F: 18 clusters Score -4139762 nChanged 0 Entering ConstructFrom: Score: -4139762.000000 Penalty: 29385.134766 Entering ConstructFrom: Trying to split cluster 1 (290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Entering Unmasked Estep Score: -29385.167969 Penalty: 921.355652 Iteration 0F: 2 clusters Score -29385.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -28500.587891 Penalty: 1842.711304 Iteration 0F: 3 clusters Score -28500.59 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -28607.716797 Penalty: 1842.711304 Iteration 1F: 3 clusters Score -28607.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28635.064453 Penalty: 1842.711304 Iteration 2Q: 3 clusters Score -28635.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28642.287109 Penalty: 1842.711304 Iteration 3Q: 3 clusters Score -28642.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28648.023438 Penalty: 1842.711304 Iteration 4Q: 3 clusters Score -28648.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -28648.847656 Penalty: 1842.711304 Iteration 5Q: 3 clusters Score -28648.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -28648.847656 Penalty: 1842.711304 Iteration 6F: 3 clusters Score -28648.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Entering Unmasked Estep Score: -120313.585938 Penalty: 1148.992676 Iteration 0F: 2 clusters Score -120313.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -118793.085938 Penalty: 2297.985352 Iteration 0F: 3 clusters Score -118793.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -119058.492188 Penalty: 2297.985352 Iteration 1F: 3 clusters Score -119058.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -119134.500000 Penalty: 2297.985352 Iteration 2F: 3 clusters Score -119134.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -119167.750000 Penalty: 2297.985352 Iteration 3Q: 3 clusters Score -119167.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -119188.429688 Penalty: 2297.985352 Iteration 4Q: 3 clusters Score -119188.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -119209.843750 Penalty: 2297.985352 Iteration 5Q: 3 clusters Score -119209.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -119217.906250 Penalty: 2297.985352 Iteration 6Q: 3 clusters Score -119217.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -119219.039062 Penalty: 2297.985352 Iteration 7Q: 3 clusters Score -119219 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119220.156250 Penalty: 2297.985352 Iteration 8Q: 3 clusters Score -119220.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119220.156250 Penalty: 2297.985352 Iteration 9F: 3 clusters Score -119220.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Entering Unmasked Estep Score: -348748.625000 Penalty: 1319.499023 Iteration 0F: 2 clusters Score -348748.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -345839.906250 Penalty: 2638.998047 Iteration 0F: 3 clusters Score -345839.9 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -346544.218750 Penalty: 2638.998047 Iteration 1F: 3 clusters Score -346544.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -346708.937500 Penalty: 2638.998047 Iteration 2F: 3 clusters Score -346708.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -346819.343750 Penalty: 2638.998047 Iteration 3F: 3 clusters Score -346819.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -346901.312500 Penalty: 2638.998047 Iteration 4Q: 3 clusters Score -346901.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -346964.406250 Penalty: 2638.998047 Iteration 5Q: 3 clusters Score -346964.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -347005.343750 Penalty: 2638.998047 Iteration 6Q: 3 clusters Score -347005.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -347046.218750 Penalty: 2638.998047 Iteration 7Q: 3 clusters Score -347046.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -347081.093750 Penalty: 2638.998047 Iteration 8Q: 3 clusters Score -347081.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -347113.906250 Penalty: 2638.998047 Iteration 9Q: 3 clusters Score -347113.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -347147.718750 Penalty: 2638.998047 Iteration 10Q: 3 clusters Score -347147.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -347172.031250 Penalty: 2638.998047 Iteration 11Q: 3 clusters Score -347172 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -347195.250000 Penalty: 2638.998047 Iteration 12Q: 3 clusters Score -347195.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -347229.656250 Penalty: 2638.998047 Iteration 13Q: 3 clusters Score -347229.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -347273.468750 Penalty: 2638.998047 Iteration 14Q: 3 clusters Score -347273.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -347321.656250 Penalty: 2638.998047 Iteration 15Q: 3 clusters Score -347321.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -347381.281250 Penalty: 2638.998047 Iteration 16Q: 3 clusters Score -347381.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -347475.031250 Penalty: 2638.998047 Iteration 17Q: 3 clusters Score -347475 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -347580.406250 Penalty: 2638.998047 Iteration 18Q: 3 clusters Score -347580.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -347688.031250 Penalty: 2638.998047 Iteration 19Q: 3 clusters Score -347688 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -347805.468750 Penalty: 2638.998047 Iteration 20F: 3 clusters Score -347805.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -347927.218750 Penalty: 2638.998047 Iteration 21Q: 3 clusters Score -347927.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -348015.875000 Penalty: 2638.998047 Iteration 22Q: 3 clusters Score -348015.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -348069.312500 Penalty: 2638.998047 Iteration 23Q: 3 clusters Score -348069.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -348114.218750 Penalty: 2638.998047 Iteration 24Q: 3 clusters Score -348114.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -348151.468750 Penalty: 2638.998047 Iteration 25Q: 3 clusters Score -348151.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -348187.937500 Penalty: 2638.998047 Iteration 26Q: 3 clusters Score -348187.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -348215.437500 Penalty: 2638.998047 Iteration 27Q: 3 clusters Score -348215.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -348234.000000 Penalty: 2638.998047 Iteration 28Q: 3 clusters Score -348234 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -348249.312500 Penalty: 2638.998047 Iteration 29Q: 3 clusters Score -348249.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -348269.250000 Penalty: 2638.998047 Iteration 30Q: 3 clusters Score -348269.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -348289.343750 Penalty: 2638.998047 Iteration 31Q: 3 clusters Score -348289.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -348302.437500 Penalty: 2638.998047 Iteration 32Q: 3 clusters Score -348302.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -348314.500000 Penalty: 2638.998047 Iteration 33Q: 3 clusters Score -348314.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -348323.656250 Penalty: 2638.998047 Iteration 34Q: 3 clusters Score -348323.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -348329.812500 Penalty: 2638.998047 Iteration 35Q: 3 clusters Score -348329.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -348336.031250 Penalty: 2638.998047 Iteration 36Q: 3 clusters Score -348336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -348339.062500 Penalty: 2638.998047 Iteration 37Q: 3 clusters Score -348339.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -348340.656250 Penalty: 2638.998047 Iteration 38Q: 3 clusters Score -348340.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -348341.750000 Penalty: 2638.998047 Iteration 39Q: 3 clusters Score -348341.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -348341.750000 Penalty: 2638.998047 Iteration 40F: 3 clusters Score -348341.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -78602.937500 Penalty: 1095.909546 Iteration 0F: 2 clusters Score -78602.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -77226.070312 Penalty: 2191.819092 Iteration 0F: 3 clusters Score -77226.07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -77438.828125 Penalty: 2191.819092 Iteration 1F: 3 clusters Score -77438.83 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -77533.804688 Penalty: 2191.819092 Iteration 2F: 3 clusters Score -77533.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -77588.015625 Penalty: 2191.819092 Iteration 3Q: 3 clusters Score -77588.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -77624.132812 Penalty: 2191.819092 Iteration 4Q: 3 clusters Score -77624.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -77651.859375 Penalty: 2191.819092 Iteration 5Q: 3 clusters Score -77651.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -77663.132812 Penalty: 2191.819092 Iteration 6Q: 3 clusters Score -77663.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -77671.984375 Penalty: 2191.819092 Iteration 7Q: 3 clusters Score -77671.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -77678.460938 Penalty: 2191.819092 Iteration 8Q: 3 clusters Score -77678.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -77681.437500 Penalty: 2191.819092 Iteration 9Q: 3 clusters Score -77681.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -77684.679688 Penalty: 2191.819092 Iteration 10Q: 3 clusters Score -77684.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -77687.468750 Penalty: 2191.819092 Iteration 11Q: 3 clusters Score -77687.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -77688.390625 Penalty: 2191.819092 Iteration 12Q: 3 clusters Score -77688.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -77690.242188 Penalty: 2191.819092 Iteration 13Q: 3 clusters Score -77690.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -77690.242188 Penalty: 2191.819092 Iteration 14F: 3 clusters Score -77690.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (76 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Entering Unmasked Estep Score: -7088.202637 Penalty: 703.744141 Iteration 0F: 2 clusters Score -7088.203 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 31 members Entering Unmasked Estep Score: -6640.682617 Penalty: 1407.488281 Iteration 0F: 3 clusters Score -6640.683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -6645.248535 Penalty: 1407.488281 Iteration 1Q: 3 clusters Score -6645.249 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -6645.248535 Penalty: 1407.488281 Iteration 2F: 3 clusters Score -6645.249 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Entering Unmasked Estep Score: -51312.406250 Penalty: 1027.416870 Iteration 0F: 2 clusters Score -51312.41 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 262 members Entering Unmasked Estep Score: -50209.425781 Penalty: 2054.833740 Iteration 0F: 3 clusters Score -50209.43 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -50442.820312 Penalty: 2054.833740 Iteration 1F: 3 clusters Score -50442.82 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -50525.238281 Penalty: 2054.833740 Iteration 2F: 3 clusters Score -50525.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -50571.980469 Penalty: 2054.833740 Iteration 3Q: 3 clusters Score -50571.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -50620.773438 Penalty: 2054.833740 Iteration 4Q: 3 clusters Score -50620.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -50644.761719 Penalty: 2054.833740 Iteration 5Q: 3 clusters Score -50644.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -50659.894531 Penalty: 2054.833740 Iteration 6Q: 3 clusters Score -50659.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -50666.792969 Penalty: 2054.833740 Iteration 7Q: 3 clusters Score -50666.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -50676.062500 Penalty: 2054.833740 Iteration 8Q: 3 clusters Score -50676.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -50729.675781 Penalty: 2054.833740 Iteration 9Q: 3 clusters Score -50729.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -50773.871094 Penalty: 2054.833740 Iteration 10Q: 3 clusters Score -50773.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -50800.132812 Penalty: 2054.833740 Iteration 11Q: 3 clusters Score -50800.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -50816.921875 Penalty: 2054.833740 Iteration 12Q: 3 clusters Score -50816.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -50831.054688 Penalty: 2054.833740 Iteration 13Q: 3 clusters Score -50831.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -50841.378906 Penalty: 2054.833740 Iteration 14Q: 3 clusters Score -50841.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -50846.816406 Penalty: 2054.833740 Iteration 15Q: 3 clusters Score -50846.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -50847.789062 Penalty: 2054.833740 Iteration 16Q: 3 clusters Score -50847.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -50848.421875 Penalty: 2054.833740 Iteration 17Q: 3 clusters Score -50848.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -50849.867188 Penalty: 2054.833740 Iteration 18Q: 3 clusters Score -50849.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -50854.019531 Penalty: 2054.833740 Iteration 19Q: 3 clusters Score -50854.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -50856.332031 Penalty: 2054.833740 Iteration 20F: 3 clusters Score -50856.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -50857.496094 Penalty: 2054.833740 Iteration 21Q: 3 clusters Score -50857.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -50860.226562 Penalty: 2054.833740 Iteration 22Q: 3 clusters Score -50860.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -50863.046875 Penalty: 2054.833740 Iteration 23Q: 3 clusters Score -50863.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -50870.761719 Penalty: 2054.833740 Iteration 24Q: 3 clusters Score -50870.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -50875.699219 Penalty: 2054.833740 Iteration 25Q: 3 clusters Score -50875.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -50879.839844 Penalty: 2054.833740 Iteration 26Q: 3 clusters Score -50879.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -50886.234375 Penalty: 2054.833740 Iteration 27Q: 3 clusters Score -50886.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -50886.234375 Penalty: 2054.833740 Iteration 28F: 3 clusters Score -50886.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Entering Unmasked Estep Score: -134386.546875 Penalty: 1170.068970 Iteration 0F: 2 clusters Score -134386.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -132716.203125 Penalty: 2340.137939 Iteration 0F: 3 clusters Score -132716.2 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -133037.109375 Penalty: 2340.137939 Iteration 1F: 3 clusters Score -133037.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -133131.937500 Penalty: 2340.137939 Iteration 2F: 3 clusters Score -133131.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -133188.156250 Penalty: 2340.137939 Iteration 3Q: 3 clusters Score -133188.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -133225.078125 Penalty: 2340.137939 Iteration 4Q: 3 clusters Score -133225.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -133252.796875 Penalty: 2340.137939 Iteration 5Q: 3 clusters Score -133252.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -133282.437500 Penalty: 2340.137939 Iteration 6Q: 3 clusters Score -133282.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -133298.859375 Penalty: 2340.137939 Iteration 7Q: 3 clusters Score -133298.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -133314.953125 Penalty: 2340.137939 Iteration 8Q: 3 clusters Score -133315 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -133326.093750 Penalty: 2340.137939 Iteration 9Q: 3 clusters Score -133326.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -133334.156250 Penalty: 2340.137939 Iteration 10Q: 3 clusters Score -133334.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -133337.812500 Penalty: 2340.137939 Iteration 11Q: 3 clusters Score -133337.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -133345.546875 Penalty: 2340.137939 Iteration 12Q: 3 clusters Score -133345.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -133350.531250 Penalty: 2340.137939 Iteration 13Q: 3 clusters Score -133350.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -133353.750000 Penalty: 2340.137939 Iteration 14Q: 3 clusters Score -133353.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -133357.859375 Penalty: 2340.137939 Iteration 15Q: 3 clusters Score -133357.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -133361.203125 Penalty: 2340.137939 Iteration 16Q: 3 clusters Score -133361.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -133362.359375 Penalty: 2340.137939 Iteration 17Q: 3 clusters Score -133362.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -133362.609375 Penalty: 2340.137939 Iteration 18Q: 3 clusters Score -133362.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -133362.609375 Penalty: 2340.137939 Iteration 19F: 3 clusters Score -133362.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Entering Unmasked Estep Score: -1081282.875000 Penalty: 1500.391235 Iteration 0F: 2 clusters Score -1081283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1074004.000000 Penalty: 3000.782471 Iteration 0F: 3 clusters Score -1074004 nChanged 4409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1076431.000000 Penalty: 3000.782471 Iteration 1F: 3 clusters Score -1076431 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1076721.625000 Penalty: 3000.782471 Iteration 2F: 3 clusters Score -1076722 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -1077006.250000 Penalty: 3000.782471 Iteration 3F: 3 clusters Score -1077006 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1077290.875000 Penalty: 3000.782471 Iteration 4F: 3 clusters Score -1077291 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1077677.000000 Penalty: 3000.782471 Iteration 5F: 3 clusters Score -1077677 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -1078084.125000 Penalty: 3000.782471 Iteration 6F: 3 clusters Score -1078084 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1078507.750000 Penalty: 3000.782471 Iteration 7F: 3 clusters Score -1078508 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -1078881.000000 Penalty: 3000.782471 Iteration 8Q: 3 clusters Score -1078881 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -1079240.625000 Penalty: 3000.782471 Iteration 9Q: 3 clusters Score -1079241 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -1079507.375000 Penalty: 3000.782471 Iteration 10Q: 3 clusters Score -1079507 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -1079694.875000 Penalty: 3000.782471 Iteration 11Q: 3 clusters Score -1079695 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -1079812.625000 Penalty: 3000.782471 Iteration 12Q: 3 clusters Score -1079813 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -1079913.125000 Penalty: 3000.782471 Iteration 13Q: 3 clusters Score -1079913 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -1079982.875000 Penalty: 3000.782471 Iteration 14Q: 3 clusters Score -1079983 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -1080033.500000 Penalty: 3000.782471 Iteration 15Q: 3 clusters Score -1080034 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -1080063.125000 Penalty: 3000.782471 Iteration 16Q: 3 clusters Score -1080063 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 9291 members Entering Unmasked Estep Score: -1080090.000000 Penalty: 3000.782471 Iteration 17Q: 3 clusters Score -1080090 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -1080108.375000 Penalty: 3000.782471 Iteration 18Q: 3 clusters Score -1080108 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1080126.750000 Penalty: 3000.782471 Iteration 19Q: 3 clusters Score -1080127 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -1080143.125000 Penalty: 3000.782471 Iteration 20F: 3 clusters Score -1080143 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -1080160.000000 Penalty: 3000.782471 Iteration 21Q: 3 clusters Score -1080160 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1080170.000000 Penalty: 3000.782471 Iteration 22Q: 3 clusters Score -1080170 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -1080177.250000 Penalty: 3000.782471 Iteration 23Q: 3 clusters Score -1080177 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -1080184.625000 Penalty: 3000.782471 Iteration 24Q: 3 clusters Score -1080185 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1080189.750000 Penalty: 3000.782471 Iteration 25Q: 3 clusters Score -1080190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -1080196.250000 Penalty: 3000.782471 Iteration 26Q: 3 clusters Score -1080196 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -1080202.500000 Penalty: 3000.782471 Iteration 27Q: 3 clusters Score -1080202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1080202.875000 Penalty: 3000.782471 Iteration 28Q: 3 clusters Score -1080203 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1080205.750000 Penalty: 3000.782471 Iteration 29Q: 3 clusters Score -1080206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -1080206.875000 Penalty: 3000.782471 Iteration 30Q: 3 clusters Score -1080207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 9428 members Entering Unmasked Estep Score: -1080206.375000 Penalty: 3000.782471 Iteration 31Q: 3 clusters Score -1080206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -1080209.375000 Penalty: 3000.782471 Iteration 32Q: 3 clusters Score -1080209 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -1080211.750000 Penalty: 3000.782471 Iteration 33Q: 3 clusters Score -1080212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 9435 members Entering Unmasked Estep Score: -1080212.375000 Penalty: 3000.782471 Iteration 34Q: 3 clusters Score -1080212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -1080212.250000 Penalty: 3000.782471 Iteration 35Q: 3 clusters Score -1080212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -1080212.125000 Penalty: 3000.782471 Iteration 36Q: 3 clusters Score -1080212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -1080212.625000 Penalty: 3000.782471 Iteration 37Q: 3 clusters Score -1080213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -1080212.625000 Penalty: 3000.782471 Iteration 38Q: 3 clusters Score -1080213 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -1080212.625000 Penalty: 3000.782471 Iteration 39F: 3 clusters Score -1080213 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Entering Unmasked Estep Score: -502604.937500 Penalty: 1383.392700 Iteration 0F: 2 clusters Score -502604.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -498642.281250 Penalty: 2766.785400 Iteration 0F: 3 clusters Score -498642.3 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -499781.000000 Penalty: 2766.785400 Iteration 1F: 3 clusters Score -499781 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -499985.625000 Penalty: 2766.785400 Iteration 2F: 3 clusters Score -499985.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -500145.812500 Penalty: 2766.785400 Iteration 3F: 3 clusters Score -500145.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -500286.156250 Penalty: 2766.785400 Iteration 4Q: 3 clusters Score -500286.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -500401.625000 Penalty: 2766.785400 Iteration 5Q: 3 clusters Score -500401.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -500493.531250 Penalty: 2766.785400 Iteration 6Q: 3 clusters Score -500493.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -500587.125000 Penalty: 2766.785400 Iteration 7Q: 3 clusters Score -500587.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -500667.093750 Penalty: 2766.785400 Iteration 8Q: 3 clusters Score -500667.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -500750.875000 Penalty: 2766.785400 Iteration 9Q: 3 clusters Score -500750.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -500835.656250 Penalty: 2766.785400 Iteration 10Q: 3 clusters Score -500835.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -500928.968750 Penalty: 2766.785400 Iteration 11Q: 3 clusters Score -500929 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -501019.968750 Penalty: 2766.785400 Iteration 12Q: 3 clusters Score -501020 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -501085.906250 Penalty: 2766.785400 Iteration 13Q: 3 clusters Score -501085.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -501129.500000 Penalty: 2766.785400 Iteration 14Q: 3 clusters Score -501129.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -501165.593750 Penalty: 2766.785400 Iteration 15Q: 3 clusters Score -501165.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -501190.437500 Penalty: 2766.785400 Iteration 16Q: 3 clusters Score -501190.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -501210.906250 Penalty: 2766.785400 Iteration 17Q: 3 clusters Score -501210.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -501234.875000 Penalty: 2766.785400 Iteration 18Q: 3 clusters Score -501234.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -501258.375000 Penalty: 2766.785400 Iteration 19Q: 3 clusters Score -501258.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -501277.093750 Penalty: 2766.785400 Iteration 20F: 3 clusters Score -501277.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -501295.187500 Penalty: 2766.785400 Iteration 21Q: 3 clusters Score -501295.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -501308.968750 Penalty: 2766.785400 Iteration 22Q: 3 clusters Score -501309 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -501324.187500 Penalty: 2766.785400 Iteration 23Q: 3 clusters Score -501324.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -501337.093750 Penalty: 2766.785400 Iteration 24Q: 3 clusters Score -501337.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -501348.406250 Penalty: 2766.785400 Iteration 25Q: 3 clusters Score -501348.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -501355.562500 Penalty: 2766.785400 Iteration 26Q: 3 clusters Score -501355.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -501361.781250 Penalty: 2766.785400 Iteration 27Q: 3 clusters Score -501361.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -501366.000000 Penalty: 2766.785400 Iteration 28Q: 3 clusters Score -501366 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -501369.406250 Penalty: 2766.785400 Iteration 29Q: 3 clusters Score -501369.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -501373.093750 Penalty: 2766.785400 Iteration 30Q: 3 clusters Score -501373.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -501374.000000 Penalty: 2766.785400 Iteration 31Q: 3 clusters Score -501374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -501375.781250 Penalty: 2766.785400 Iteration 32Q: 3 clusters Score -501375.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -501376.500000 Penalty: 2766.785400 Iteration 33Q: 3 clusters Score -501376.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -501378.468750 Penalty: 2766.785400 Iteration 34Q: 3 clusters Score -501378.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -501380.625000 Penalty: 2766.785400 Iteration 35Q: 3 clusters Score -501380.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -501382.312500 Penalty: 2766.785400 Iteration 36Q: 3 clusters Score -501382.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -501381.812500 Penalty: 2766.785400 Iteration 37Q: 3 clusters Score -501381.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -501383.531250 Penalty: 2766.785400 Iteration 38Q: 3 clusters Score -501383.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -501384.687500 Penalty: 2766.785400 Iteration 39Q: 3 clusters Score -501384.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -501384.656250 Penalty: 2766.785400 Iteration 40F: 3 clusters Score -501384.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -501384.906250 Penalty: 2766.785400 Iteration 41Q: 3 clusters Score -501384.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -501384.906250 Penalty: 2766.785400 Iteration 42F: 3 clusters Score -501384.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Entering Unmasked Estep Score: -44206.019531 Penalty: 990.571533 Iteration 0F: 2 clusters Score -44206.02 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 221 members Entering Unmasked Estep Score: -43159.140625 Penalty: 1981.143066 Iteration 0F: 3 clusters Score -43159.14 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -43281.804688 Penalty: 1981.143066 Iteration 1F: 3 clusters Score -43281.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43316.218750 Penalty: 1981.143066 Iteration 2Q: 3 clusters Score -43316.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -43335.039062 Penalty: 1981.143066 Iteration 3Q: 3 clusters Score -43335.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -43346.023438 Penalty: 1981.143066 Iteration 4Q: 3 clusters Score -43346.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43353.457031 Penalty: 1981.143066 Iteration 5Q: 3 clusters Score -43353.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -43354.082031 Penalty: 1981.143066 Iteration 6Q: 3 clusters Score -43354.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -43354.082031 Penalty: 1981.143066 Iteration 7F: 3 clusters Score -43354.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Entering Unmasked Estep Score: -241017.359375 Penalty: 1267.326660 Iteration 0F: 2 clusters Score -241017.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -238635.265625 Penalty: 2534.653320 Iteration 0F: 3 clusters Score -238635.3 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -239175.109375 Penalty: 2534.653320 Iteration 1F: 3 clusters Score -239175.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -239283.125000 Penalty: 2534.653320 Iteration 2F: 3 clusters Score -239283.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -239330.734375 Penalty: 2534.653320 Iteration 3Q: 3 clusters Score -239330.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -239371.390625 Penalty: 2534.653320 Iteration 4Q: 3 clusters Score -239371.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -239399.109375 Penalty: 2534.653320 Iteration 5Q: 3 clusters Score -239399.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -239427.203125 Penalty: 2534.653320 Iteration 6Q: 3 clusters Score -239427.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -239443.515625 Penalty: 2534.653320 Iteration 7Q: 3 clusters Score -239443.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -239454.968750 Penalty: 2534.653320 Iteration 8Q: 3 clusters Score -239455 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -239463.890625 Penalty: 2534.653320 Iteration 9Q: 3 clusters Score -239463.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -239469.812500 Penalty: 2534.653320 Iteration 10Q: 3 clusters Score -239469.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -239476.578125 Penalty: 2534.653320 Iteration 11Q: 3 clusters Score -239476.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -239481.625000 Penalty: 2534.653320 Iteration 12Q: 3 clusters Score -239481.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -239484.859375 Penalty: 2534.653320 Iteration 13Q: 3 clusters Score -239484.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -239487.640625 Penalty: 2534.653320 Iteration 14Q: 3 clusters Score -239487.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -239490.703125 Penalty: 2534.653320 Iteration 15Q: 3 clusters Score -239490.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -239494.437500 Penalty: 2534.653320 Iteration 16Q: 3 clusters Score -239494.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -239497.593750 Penalty: 2534.653320 Iteration 17Q: 3 clusters Score -239497.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -239500.609375 Penalty: 2534.653320 Iteration 18Q: 3 clusters Score -239500.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -239501.640625 Penalty: 2534.653320 Iteration 19Q: 3 clusters Score -239501.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -239505.312500 Penalty: 2534.653320 Iteration 20F: 3 clusters Score -239505.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -239508.109375 Penalty: 2534.653320 Iteration 21Q: 3 clusters Score -239508.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -239509.484375 Penalty: 2534.653320 Iteration 22Q: 3 clusters Score -239509.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -239512.187500 Penalty: 2534.653320 Iteration 23Q: 3 clusters Score -239512.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -239516.453125 Penalty: 2534.653320 Iteration 24Q: 3 clusters Score -239516.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -239518.937500 Penalty: 2534.653320 Iteration 25Q: 3 clusters Score -239518.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -239522.781250 Penalty: 2534.653320 Iteration 26Q: 3 clusters Score -239522.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -239528.765625 Penalty: 2534.653320 Iteration 27Q: 3 clusters Score -239528.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -239534.734375 Penalty: 2534.653320 Iteration 28Q: 3 clusters Score -239534.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -239543.000000 Penalty: 2534.653320 Iteration 29Q: 3 clusters Score -239543 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -239549.718750 Penalty: 2534.653320 Iteration 30Q: 3 clusters Score -239549.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -239554.156250 Penalty: 2534.653320 Iteration 31Q: 3 clusters Score -239554.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -239559.312500 Penalty: 2534.653320 Iteration 32Q: 3 clusters Score -239559.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -239565.546875 Penalty: 2534.653320 Iteration 33Q: 3 clusters Score -239565.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -239572.265625 Penalty: 2534.653320 Iteration 34Q: 3 clusters Score -239572.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -239577.046875 Penalty: 2534.653320 Iteration 35Q: 3 clusters Score -239577 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -239579.468750 Penalty: 2534.653320 Iteration 36Q: 3 clusters Score -239579.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -239581.390625 Penalty: 2534.653320 Iteration 37Q: 3 clusters Score -239581.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -239582.875000 Penalty: 2534.653320 Iteration 38Q: 3 clusters Score -239582.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -239583.281250 Penalty: 2534.653320 Iteration 39Q: 3 clusters Score -239583.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -239584.968750 Penalty: 2534.653320 Iteration 40F: 3 clusters Score -239585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -239586.328125 Penalty: 2534.653320 Iteration 41Q: 3 clusters Score -239586.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -239589.734375 Penalty: 2534.653320 Iteration 42Q: 3 clusters Score -239589.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -239591.484375 Penalty: 2534.653320 Iteration 43Q: 3 clusters Score -239591.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -239595.265625 Penalty: 2534.653320 Iteration 44Q: 3 clusters Score -239595.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -239598.109375 Penalty: 2534.653320 Iteration 45Q: 3 clusters Score -239598.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -239599.000000 Penalty: 2534.653320 Iteration 46Q: 3 clusters Score -239599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -239600.390625 Penalty: 2534.653320 Iteration 47Q: 3 clusters Score -239600.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -239601.328125 Penalty: 2534.653320 Iteration 48Q: 3 clusters Score -239601.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -239601.328125 Penalty: 2534.653320 Iteration 49F: 3 clusters Score -239601.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Entering Unmasked Estep Score: -70802.382812 Penalty: 1083.173584 Iteration 0F: 2 clusters Score -70802.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -69566.000000 Penalty: 2166.347168 Iteration 0F: 3 clusters Score -69566 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -69884.101562 Penalty: 2166.347168 Iteration 1F: 3 clusters Score -69884.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -70025.296875 Penalty: 2166.347168 Iteration 2F: 3 clusters Score -70025.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -70114.851562 Penalty: 2166.347168 Iteration 3F: 3 clusters Score -70114.85 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -70164.937500 Penalty: 2166.347168 Iteration 4Q: 3 clusters Score -70164.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -70198.085938 Penalty: 2166.347168 Iteration 5Q: 3 clusters Score -70198.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -70222.570312 Penalty: 2166.347168 Iteration 6Q: 3 clusters Score -70222.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -70235.601562 Penalty: 2166.347168 Iteration 7Q: 3 clusters Score -70235.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -70238.812500 Penalty: 2166.347168 Iteration 8Q: 3 clusters Score -70238.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -70238.812500 Penalty: 2166.347168 Iteration 9F: 3 clusters Score -70238.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Entering Unmasked Estep Score: -28201.472656 Penalty: 929.016968 Iteration 0F: 2 clusters Score -28201.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -27358.673828 Penalty: 1858.033936 Iteration 0F: 3 clusters Score -27358.67 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -27544.304688 Penalty: 1858.033936 Iteration 1F: 3 clusters Score -27544.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -27606.521484 Penalty: 1858.033936 Iteration 2F: 3 clusters Score -27606.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -27641.677734 Penalty: 1858.033936 Iteration 3Q: 3 clusters Score -27641.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27671.068359 Penalty: 1858.033936 Iteration 4Q: 3 clusters Score -27671.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27677.169922 Penalty: 1858.033936 Iteration 5Q: 3 clusters Score -27677.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27685.681641 Penalty: 1858.033936 Iteration 6Q: 3 clusters Score -27685.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -27698.849609 Penalty: 1858.033936 Iteration 7Q: 3 clusters Score -27698.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -27727.140625 Penalty: 1858.033936 Iteration 8Q: 3 clusters Score -27727.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -27763.193359 Penalty: 1858.033936 Iteration 9Q: 3 clusters Score -27763.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -27786.498047 Penalty: 1858.033936 Iteration 10Q: 3 clusters Score -27786.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -27794.234375 Penalty: 1858.033936 Iteration 11Q: 3 clusters Score -27794.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -27794.234375 Penalty: 1858.033936 Iteration 12F: 3 clusters Score -27794.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -47735.769531 Penalty: 1006.590881 Iteration 0F: 2 clusters Score -47735.77 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 251 members Entering Unmasked Estep Score: -46647.632812 Penalty: 2013.181763 Iteration 0F: 3 clusters Score -46647.63 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -46800.531250 Penalty: 2013.181763 Iteration 1F: 3 clusters Score -46800.53 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -46846.183594 Penalty: 2013.181763 Iteration 2F: 3 clusters Score -46846.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -46872.601562 Penalty: 2013.181763 Iteration 3Q: 3 clusters Score -46872.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -46901.339844 Penalty: 2013.181763 Iteration 4Q: 3 clusters Score -46901.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -46932.886719 Penalty: 2013.181763 Iteration 5Q: 3 clusters Score -46932.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -46937.386719 Penalty: 2013.181763 Iteration 6Q: 3 clusters Score -46937.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -46942.875000 Penalty: 2013.181763 Iteration 7Q: 3 clusters Score -46942.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -46945.250000 Penalty: 2013.181763 Iteration 8Q: 3 clusters Score -46945.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -46945.250000 Penalty: 2013.181763 Iteration 9F: 3 clusters Score -46945.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Entering Unmasked Estep Score: -80232.984375 Penalty: 1085.434937 Iteration 0F: 2 clusters Score -80232.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -78946.078125 Penalty: 2170.869873 Iteration 0F: 3 clusters Score -78946.08 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -79128.492188 Penalty: 2170.869873 Iteration 1F: 3 clusters Score -79128.49 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -79173.601562 Penalty: 2170.869873 Iteration 2Q: 3 clusters Score -79173.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -79198.367188 Penalty: 2170.869873 Iteration 3Q: 3 clusters Score -79198.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -79213.101562 Penalty: 2170.869873 Iteration 4Q: 3 clusters Score -79213.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -79221.062500 Penalty: 2170.869873 Iteration 5Q: 3 clusters Score -79221.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -79223.304688 Penalty: 2170.869873 Iteration 6Q: 3 clusters Score -79223.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -79225.804688 Penalty: 2170.869873 Iteration 7Q: 3 clusters Score -79225.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -79228.742188 Penalty: 2170.869873 Iteration 8Q: 3 clusters Score -79228.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -79229.179688 Penalty: 2170.869873 Iteration 9Q: 3 clusters Score -79229.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -79230.203125 Penalty: 2170.869873 Iteration 10Q: 3 clusters Score -79230.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -79230.203125 Penalty: 2170.869873 Iteration 11F: 3 clusters Score -79230.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -254109.796875 Penalty: 1268.389648 Iteration 0F: 2 clusters Score -254109.8 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 1219 members Entering Unmasked Estep Score: -251769.171875 Penalty: 2536.779297 Iteration 0F: 3 clusters Score -251769.2 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -252343.500000 Penalty: 2536.779297 Iteration 1F: 3 clusters Score -252343.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -252481.640625 Penalty: 2536.779297 Iteration 2F: 3 clusters Score -252481.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -252584.093750 Penalty: 2536.779297 Iteration 3F: 3 clusters Score -252584.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -252666.812500 Penalty: 2536.779297 Iteration 4Q: 3 clusters Score -252666.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -252732.218750 Penalty: 2536.779297 Iteration 5Q: 3 clusters Score -252732.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -252788.765625 Penalty: 2536.779297 Iteration 6Q: 3 clusters Score -252788.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -252849.718750 Penalty: 2536.779297 Iteration 7Q: 3 clusters Score -252849.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -252916.265625 Penalty: 2536.779297 Iteration 8Q: 3 clusters Score -252916.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -252996.187500 Penalty: 2536.779297 Iteration 9Q: 3 clusters Score -252996.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -253050.828125 Penalty: 2536.779297 Iteration 10Q: 3 clusters Score -253050.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -253106.625000 Penalty: 2536.779297 Iteration 11Q: 3 clusters Score -253106.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -253168.531250 Penalty: 2536.779297 Iteration 12Q: 3 clusters Score -253168.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -253212.703125 Penalty: 2536.779297 Iteration 13Q: 3 clusters Score -253212.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -253246.921875 Penalty: 2536.779297 Iteration 14Q: 3 clusters Score -253246.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -253276.343750 Penalty: 2536.779297 Iteration 15Q: 3 clusters Score -253276.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -253297.203125 Penalty: 2536.779297 Iteration 16Q: 3 clusters Score -253297.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -253317.140625 Penalty: 2536.779297 Iteration 17Q: 3 clusters Score -253317.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -253335.500000 Penalty: 2536.779297 Iteration 18Q: 3 clusters Score -253335.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -253362.468750 Penalty: 2536.779297 Iteration 19Q: 3 clusters Score -253362.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -253391.828125 Penalty: 2536.779297 Iteration 20F: 3 clusters Score -253391.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -253411.796875 Penalty: 2536.779297 Iteration 21Q: 3 clusters Score -253411.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -253424.750000 Penalty: 2536.779297 Iteration 22Q: 3 clusters Score -253424.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -253430.656250 Penalty: 2536.779297 Iteration 23Q: 3 clusters Score -253430.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -253435.250000 Penalty: 2536.779297 Iteration 24Q: 3 clusters Score -253435.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -253439.562500 Penalty: 2536.779297 Iteration 25Q: 3 clusters Score -253439.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -253445.375000 Penalty: 2536.779297 Iteration 26Q: 3 clusters Score -253445.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -253450.062500 Penalty: 2536.779297 Iteration 27Q: 3 clusters Score -253450.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -253452.750000 Penalty: 2536.779297 Iteration 28Q: 3 clusters Score -253452.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -253454.562500 Penalty: 2536.779297 Iteration 29Q: 3 clusters Score -253454.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -253454.656250 Penalty: 2536.779297 Iteration 30Q: 3 clusters Score -253454.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -253454.656250 Penalty: 2536.779297 Iteration 31F: 3 clusters Score -253454.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (11076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Entering Unmasked Estep Score: -1120055.125000 Penalty: 1513.287109 Iteration 0F: 2 clusters Score -1120055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1112192.750000 Penalty: 3026.574219 Iteration 0F: 3 clusters Score -1112193 nChanged 4824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -1114799.500000 Penalty: 3026.574219 Iteration 1F: 3 clusters Score -1114800 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1115069.125000 Penalty: 3026.574219 Iteration 2F: 3 clusters Score -1115069 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1115310.375000 Penalty: 3026.574219 Iteration 3Q: 3 clusters Score -1115310 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -1115574.875000 Penalty: 3026.574219 Iteration 4Q: 3 clusters Score -1115575 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1115857.500000 Penalty: 3026.574219 Iteration 5Q: 3 clusters Score -1115858 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1116188.000000 Penalty: 3026.574219 Iteration 6Q: 3 clusters Score -1116188 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1116481.625000 Penalty: 3026.574219 Iteration 7Q: 3 clusters Score -1116482 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1116788.625000 Penalty: 3026.574219 Iteration 8Q: 3 clusters Score -1116789 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1117074.000000 Penalty: 3026.574219 Iteration 9Q: 3 clusters Score -1117074 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1117328.625000 Penalty: 3026.574219 Iteration 10Q: 3 clusters Score -1117329 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1117537.250000 Penalty: 3026.574219 Iteration 11Q: 3 clusters Score -1117537 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -1117711.375000 Penalty: 3026.574219 Iteration 12Q: 3 clusters Score -1117711 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1117844.875000 Penalty: 3026.574219 Iteration 13Q: 3 clusters Score -1117845 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1117924.875000 Penalty: 3026.574219 Iteration 14Q: 3 clusters Score -1117925 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1117962.500000 Penalty: 3026.574219 Iteration 15Q: 3 clusters Score -1117962 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1117984.000000 Penalty: 3026.574219 Iteration 16Q: 3 clusters Score -1117984 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1117996.125000 Penalty: 3026.574219 Iteration 17Q: 3 clusters Score -1117996 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -1118011.875000 Penalty: 3026.574219 Iteration 18Q: 3 clusters Score -1118012 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -1118020.375000 Penalty: 3026.574219 Iteration 19Q: 3 clusters Score -1118020 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -1118031.250000 Penalty: 3026.574219 Iteration 20F: 3 clusters Score -1118031 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1118039.625000 Penalty: 3026.574219 Iteration 21Q: 3 clusters Score -1118040 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1118043.375000 Penalty: 3026.574219 Iteration 22Q: 3 clusters Score -1118043 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1118051.500000 Penalty: 3026.574219 Iteration 23Q: 3 clusters Score -1118052 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1118058.125000 Penalty: 3026.574219 Iteration 24Q: 3 clusters Score -1118058 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -1118059.750000 Penalty: 3026.574219 Iteration 25Q: 3 clusters Score -1118060 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1118059.875000 Penalty: 3026.574219 Iteration 26Q: 3 clusters Score -1118060 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -1118060.750000 Penalty: 3026.574219 Iteration 27Q: 3 clusters Score -1118061 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -1118063.000000 Penalty: 3026.574219 Iteration 28Q: 3 clusters Score -1118063 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -1118070.000000 Penalty: 3026.574219 Iteration 29Q: 3 clusters Score -1118070 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -1118069.875000 Penalty: 3026.574219 Iteration 30Q: 3 clusters Score -1118070 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -1118074.875000 Penalty: 3026.574219 Iteration 31Q: 3 clusters Score -1118075 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -1118072.875000 Penalty: 3026.574219 Iteration 32Q: 3 clusters Score -1118073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1118071.500000 Penalty: 3026.574219 Iteration 33Q: 3 clusters Score -1118072 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -1118072.375000 Penalty: 3026.574219 Iteration 34Q: 3 clusters Score -1118072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -1118073.375000 Penalty: 3026.574219 Iteration 35Q: 3 clusters Score -1118073 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1118075.750000 Penalty: 3026.574219 Iteration 36Q: 3 clusters Score -1118076 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -1118080.375000 Penalty: 3026.574219 Iteration 37Q: 3 clusters Score -1118080 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -1118082.875000 Penalty: 3026.574219 Iteration 38Q: 3 clusters Score -1118083 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -1118083.125000 Penalty: 3026.574219 Iteration 39Q: 3 clusters Score -1118083 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -1118084.125000 Penalty: 3026.574219 Iteration 40F: 3 clusters Score -1118084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1118087.000000 Penalty: 3026.574219 Iteration 41Q: 3 clusters Score -1118087 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1118088.625000 Penalty: 3026.574219 Iteration 42Q: 3 clusters Score -1118089 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -1118094.625000 Penalty: 3026.574219 Iteration 43Q: 3 clusters Score -1118095 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1118098.125000 Penalty: 3026.574219 Iteration 44Q: 3 clusters Score -1118098 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1118098.750000 Penalty: 3026.574219 Iteration 45Q: 3 clusters Score -1118099 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1118105.625000 Penalty: 3026.574219 Iteration 46Q: 3 clusters Score -1118106 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -1118115.500000 Penalty: 3026.574219 Iteration 47Q: 3 clusters Score -1118116 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1118126.750000 Penalty: 3026.574219 Iteration 48Q: 3 clusters Score -1118127 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1118135.625000 Penalty: 3026.574219 Iteration 49Q: 3 clusters Score -1118136 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1118144.750000 Penalty: 3026.574219 Iteration 50Q: 3 clusters Score -1118145 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1118151.375000 Penalty: 3026.574219 Iteration 51Q: 3 clusters Score -1118151 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1118156.000000 Penalty: 3026.574219 Iteration 52Q: 3 clusters Score -1118156 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -1118162.875000 Penalty: 3026.574219 Iteration 53Q: 3 clusters Score -1118163 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -1118171.500000 Penalty: 3026.574219 Iteration 54Q: 3 clusters Score -1118172 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1118183.250000 Penalty: 3026.574219 Iteration 55Q: 3 clusters Score -1118183 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1118195.250000 Penalty: 3026.574219 Iteration 56Q: 3 clusters Score -1118195 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -1118205.375000 Penalty: 3026.574219 Iteration 57Q: 3 clusters Score -1118205 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1118212.500000 Penalty: 3026.574219 Iteration 58Q: 3 clusters Score -1118212 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -1118222.250000 Penalty: 3026.574219 Iteration 59Q: 3 clusters Score -1118222 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -1118232.500000 Penalty: 3026.574219 Iteration 60F: 3 clusters Score -1118232 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -1118242.875000 Penalty: 3026.574219 Iteration 61Q: 3 clusters Score -1118243 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -1118259.125000 Penalty: 3026.574219 Iteration 62Q: 3 clusters Score -1118259 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1118272.750000 Penalty: 3026.574219 Iteration 63Q: 3 clusters Score -1118273 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -1118282.250000 Penalty: 3026.574219 Iteration 64Q: 3 clusters Score -1118282 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -1118296.500000 Penalty: 3026.574219 Iteration 65Q: 3 clusters Score -1118296 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -1118313.250000 Penalty: 3026.574219 Iteration 66Q: 3 clusters Score -1118313 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1118329.125000 Penalty: 3026.574219 Iteration 67Q: 3 clusters Score -1118329 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -1118349.125000 Penalty: 3026.574219 Iteration 68Q: 3 clusters Score -1118349 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1118364.125000 Penalty: 3026.574219 Iteration 69Q: 3 clusters Score -1118364 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1118388.750000 Penalty: 3026.574219 Iteration 70Q: 3 clusters Score -1118389 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1118418.875000 Penalty: 3026.574219 Iteration 71Q: 3 clusters Score -1118419 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1118452.625000 Penalty: 3026.574219 Iteration 72Q: 3 clusters Score -1118453 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -1118524.625000 Penalty: 3026.574219 Iteration 73Q: 3 clusters Score -1118525 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -1118594.500000 Penalty: 3026.574219 Iteration 74Q: 3 clusters Score -1118594 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -1118637.875000 Penalty: 3026.574219 Iteration 75Q: 3 clusters Score -1118638 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -1118679.625000 Penalty: 3026.574219 Iteration 76Q: 3 clusters Score -1118680 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -1118715.375000 Penalty: 3026.574219 Iteration 77Q: 3 clusters Score -1118715 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -1118751.875000 Penalty: 3026.574219 Iteration 78Q: 3 clusters Score -1118752 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -1118781.125000 Penalty: 3026.574219 Iteration 79Q: 3 clusters Score -1118781 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -1118813.500000 Penalty: 3026.574219 Iteration 80F: 3 clusters Score -1118814 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -1118841.875000 Penalty: 3026.574219 Iteration 81Q: 3 clusters Score -1118842 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -1118859.375000 Penalty: 3026.574219 Iteration 82Q: 3 clusters Score -1118859 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -1118870.125000 Penalty: 3026.574219 Iteration 83Q: 3 clusters Score -1118870 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1118881.375000 Penalty: 3026.574219 Iteration 84Q: 3 clusters Score -1118881 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -1118892.000000 Penalty: 3026.574219 Iteration 85Q: 3 clusters Score -1118892 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1118944.875000 Penalty: 3026.574219 Iteration 94Q: 3 clusters Score -1118945 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1118945.375000 Penalty: 3026.574219 Iteration 95Q: 3 clusters Score -1118945 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1118947.750000 Penalty: 3026.574219 Iteration 96Q: 3 clusters Score -1118948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1118950.250000 Penalty: 3026.574219 Iteration 97Q: 3 clusters Score -1118950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -1118950.375000 Penalty: 3026.574219 Iteration 98Q: 3 clusters Score -1118950 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -1118952.875000 Penalty: 3026.574219 Iteration 99Q: 3 clusters Score -1118953 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -1118955.625000 Penalty: 3026.574219 Iteration 100F: 3 clusters Score -1118956 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -1118955.750000 Penalty: 3026.574219 Iteration 101Q: 3 clusters Score -1118956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -1118959.875000 Penalty: 3026.574219 Iteration 102Q: 3 clusters Score -1118960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -1118961.500000 Penalty: 3026.574219 Iteration 103Q: 3 clusters Score -1118962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -1118965.250000 Penalty: 3026.574219 Iteration 104Q: 3 clusters Score -1118965 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 9376 members Entering Unmasked Estep Score: -1118967.375000 Penalty: 3026.574219 Iteration 105Q: 3 clusters Score -1118967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -1118966.875000 Penalty: 3026.574219 Iteration 106Q: 3 clusters Score -1118967 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -1118970.000000 Penalty: 3026.574219 Iteration 107Q: 3 clusters Score -1118970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1118969.000000 Penalty: 3026.574219 Iteration 108Q: 3 clusters Score -1118969 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -1118971.500000 Penalty: 3026.574219 Iteration 109Q: 3 clusters Score -1118972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 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members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -1118997.250000 Penalty: 3026.574219 Iteration 118Q: 3 clusters Score -1118997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -1118999.000000 Penalty: 3026.574219 Iteration 119Q: 3 clusters Score -1118999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1118997.125000 Penalty: 3026.574219 Iteration 120F: 3 clusters Score -1118997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -1118999.750000 Penalty: 3026.574219 Iteration 121Q: 3 clusters Score -1119000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -1119000.625000 Penalty: 3026.574219 Iteration 122Q: 3 clusters Score -1119001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -1119001.875000 Penalty: 3026.574219 Iteration 123Q: 3 clusters Score -1119002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -1119002.250000 Penalty: 3026.574219 Iteration 124Q: 3 clusters Score -1119002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -1119000.625000 Penalty: 3026.574219 Iteration 125Q: 3 clusters Score -1119001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -1119000.625000 Penalty: 3026.574219 Iteration 126F: 3 clusters Score -1119001 nChanged 0 --- Evaluating fit on full set of 124963 points --- Entering Unmasked Estep Score: -12290266.000000 Penalty: 32420.072266 22->18 Clusters: Score -12290266.000000, best is -12457594.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 41654 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1852 members Mstep: Class 3 contains 1899 members Mstep: Class 4 contains 1862 members Mstep: Class 5 contains 1893 members Mstep: Class 6 contains 1857 members Mstep: Class 7 contains 1815 members Mstep: Class 8 contains 1866 members Mstep: Class 9 contains 1823 members Mstep: Class 10 contains 1951 members Mstep: Class 11 contains 1885 members Mstep: Class 12 contains 1909 members Mstep: Class 13 contains 1904 members Mstep: Class 14 contains 1883 members Mstep: Class 15 contains 1906 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 1908 members Mstep: Class 18 contains 1912 members Mstep: Class 19 contains 1966 members Mstep: Class 20 contains 1957 members Mstep: Class 21 contains 1853 members Mstep: Class 22 contains 1944 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 162.381592 but Gain 1728.535156 Score: -3807504.500000 Penalty: 36299.285156 Iteration 0F: 22 clusters Score -3807504 nChanged 38927 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 341 members Mstep: Class 3 contains 3468 members Mstep: Class 4 contains 1599 members Mstep: Class 5 contains 1063 members Mstep: Class 6 contains 2175 members Mstep: Class 7 contains 673 members Mstep: Class 8 contains 1234 members Mstep: Class 10 contains 3031 members Mstep: Class 11 contains 2243 members Mstep: Class 12 contains 519 members Mstep: Class 13 contains 1339 members Mstep: Class 14 contains 1501 members Mstep: Class 15 contains 1677 members Mstep: Class 16 contains 3241 members Mstep: Class 17 contains 2679 members Mstep: Class 18 contains 1982 members Mstep: Class 19 contains 549 members Mstep: Class 20 contains 2376 members Mstep: Class 21 contains 7380 members Mstep: Class 22 contains 1183 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 390.096344 but Gain 1728.539062 Score: -3972859.750000 Penalty: 34570.746094 Iteration 1F: 21 clusters Score -3972860 nChanged 16546 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1720 members Mstep: Class 3 contains 3239 members Mstep: Class 4 contains 835 members Mstep: Class 5 contains 621 members Mstep: Class 6 contains 2922 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 758 members Mstep: Class 10 contains 2345 members Mstep: Class 11 contains 4143 members Mstep: Class 12 contains 303 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 1011 members Mstep: Class 15 contains 2076 members Mstep: Class 16 contains 2906 members Mstep: Class 17 contains 2065 members Mstep: Class 18 contains 1900 members Mstep: Class 19 contains 550 members Mstep: Class 20 contains 2149 members Mstep: Class 21 contains 9717 members Mstep: Class 22 contains 763 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 571.577698 but Gain 1728.539062 Score: -4036830.250000 Penalty: 32842.207031 Iteration 2F: 20 clusters Score -4036830 nChanged 12691 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1973 members Mstep: Class 3 contains 2552 members Mstep: Class 5 contains 337 members Mstep: Class 6 contains 5797 members Mstep: Class 7 contains 767 members Mstep: Class 8 contains 519 members Mstep: Class 10 contains 1676 members Mstep: Class 11 contains 7291 members Mstep: Class 12 contains 303 members Mstep: Class 13 contains 730 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 2741 members Mstep: Class 16 contains 2219 members Mstep: Class 17 contains 1319 members Mstep: Class 18 contains 1795 members Mstep: Class 19 contains 585 members Mstep: Class 20 contains 2003 members Mstep: Class 21 contains 7661 members Mstep: Class 22 contains 538 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1123.901245 but Gain 1728.535156 Score: -4076426.000000 Penalty: 31113.671875 Iteration 3F: 19 clusters Score -4076426 nChanged 10212 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1856 members Mstep: Class 3 contains 1750 members Mstep: Class 5 contains 251 members Mstep: Class 6 contains 9337 members Mstep: Class 7 contains 714 members Mstep: Class 8 contains 487 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 9812 members Mstep: Class 12 contains 421 members Mstep: Class 13 contains 643 members Mstep: Class 15 contains 2865 members Mstep: Class 16 contains 1470 members Mstep: Class 17 contains 1131 members Mstep: Class 18 contains 2440 members Mstep: Class 19 contains 552 members Mstep: Class 20 contains 2006 members Mstep: Class 21 contains 4112 members Mstep: Class 22 contains 474 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1259.892090 but Gain 1728.537109 Score: -4099054.500000 Penalty: 29385.134766 Iteration 4F: 18 clusters Score -4099054 nChanged 5367 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1720 members Mstep: Class 3 contains 1473 members Mstep: Class 5 contains 261 members Mstep: Class 6 contains 10323 members Mstep: Class 7 contains 647 members Mstep: Class 8 contains 475 members Mstep: Class 10 contains 1162 members Mstep: Class 11 contains 11445 members Mstep: Class 12 contains 518 members Mstep: Class 15 contains 2588 members Mstep: Class 16 contains 1146 members Mstep: Class 17 contains 973 members Mstep: Class 18 contains 3021 members Mstep: Class 19 contains 478 members Mstep: Class 20 contains 1920 members Mstep: Class 21 contains 3041 members Mstep: Class 22 contains 454 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 1309.988403 but Gain 1728.537109 Score: -4108936.000000 Penalty: 27656.597656 Iteration 5F: 17 clusters Score -4108936 nChanged 3555 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1643 members Mstep: Class 3 contains 1454 members Mstep: Class 5 contains 305 members Mstep: Class 6 contains 10476 members Mstep: Class 7 contains 590 members Mstep: Class 8 contains 489 members Mstep: Class 10 contains 980 members Mstep: Class 11 contains 12577 members Mstep: Class 12 contains 564 members Mstep: Class 15 contains 2189 members Mstep: Class 16 contains 1132 members Mstep: Class 18 contains 3313 members Mstep: Class 19 contains 409 members Mstep: Class 20 contains 1753 members Mstep: Class 21 contains 3313 members Mstep: Class 22 contains 460 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1309.399536 but Gain 1728.537109 Score: -4115731.750000 Penalty: 25928.060547 Iteration 6F: 16 clusters Score -4115732 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1617 members Mstep: Class 3 contains 1623 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 10496 members Mstep: Class 7 contains 572 members Mstep: Class 8 contains 478 members Mstep: Class 11 contains 13201 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 1900 members Mstep: Class 16 contains 1112 members Mstep: Class 18 contains 3363 members Mstep: Class 19 contains 367 members Mstep: Class 20 contains 1760 members Mstep: Class 21 contains 3791 members Mstep: Class 22 contains 453 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1618.811401 but Gain 1728.539062 Score: -4120104.750000 Penalty: 24199.521484 Iteration 7F: 15 clusters Score -4120105 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1592 members Mstep: Class 3 contains 1742 members Mstep: Class 5 contains 355 members Mstep: Class 6 contains 10583 members Mstep: Class 7 contains 554 members Mstep: Class 8 contains 505 members Mstep: Class 11 contains 13562 members Mstep: Class 12 contains 585 members Mstep: Class 15 contains 1865 members Mstep: Class 18 contains 3389 members Mstep: Class 19 contains 350 members Mstep: Class 20 contains 1519 members Mstep: Class 21 contains 4592 members Mstep: Class 22 contains 455 members Entering Unmasked Estep ConsiderDeletion Score: -4123635.250000 Penalty: 24199.521484 Iteration 8F: 15 clusters Score -4123635 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1581 members Mstep: Class 3 contains 1864 members Mstep: Class 5 contains 359 members Mstep: Class 6 contains 10599 members Mstep: Class 7 contains 540 members Mstep: Class 8 contains 523 members Mstep: Class 11 contains 13067 members Mstep: Class 12 contains 578 members Mstep: Class 15 contains 1863 members Mstep: Class 18 contains 3393 members Mstep: Class 19 contains 352 members Mstep: Class 20 contains 1352 members Mstep: Class 21 contains 5121 members Mstep: Class 22 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -4125046.000000 Penalty: 24199.521484 Iteration 9Q: 15 clusters Score -4125046 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1570 members Mstep: Class 3 contains 1976 members Mstep: Class 5 contains 371 members Mstep: Class 6 contains 10629 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 539 members Mstep: Class 11 contains 12445 members Mstep: Class 12 contains 575 members Mstep: Class 15 contains 1911 members Mstep: Class 18 contains 3404 members Mstep: Class 19 contains 362 members Mstep: Class 20 contains 1241 members Mstep: Class 21 contains 5653 members Mstep: Class 22 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -4126267.500000 Penalty: 24199.521484 Iteration 10Q: 15 clusters Score -4126268 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1553 members Mstep: Class 3 contains 2058 members Mstep: Class 5 contains 371 members Mstep: Class 6 contains 10667 members Mstep: Class 7 contains 491 members Mstep: Class 8 contains 566 members Mstep: Class 11 contains 11762 members Mstep: Class 12 contains 569 members Mstep: Class 15 contains 2014 members Mstep: Class 18 contains 3410 members Mstep: Class 19 contains 381 members Mstep: Class 20 contains 1186 members Mstep: Class 21 contains 6163 members Mstep: Class 22 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -4127270.750000 Penalty: 24199.521484 Iteration 11Q: 15 clusters Score -4127271 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1534 members Mstep: Class 3 contains 2123 members Mstep: Class 5 contains 380 members Mstep: Class 6 contains 10703 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 596 members Mstep: Class 11 contains 11071 members Mstep: Class 12 contains 563 members Mstep: Class 15 contains 2130 members Mstep: Class 18 contains 3417 members Mstep: Class 19 contains 407 members Mstep: Class 20 contains 1152 members Mstep: Class 21 contains 6657 members Mstep: Class 22 contains 460 members Entering Unmasked Estep ConsiderDeletion Score: -4128171.750000 Penalty: 24199.521484 Iteration 12Q: 15 clusters Score -4128172 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1519 members Mstep: Class 3 contains 2166 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 10736 members Mstep: Class 7 contains 428 members Mstep: Class 8 contains 621 members Mstep: Class 11 contains 10399 members Mstep: Class 12 contains 560 members Mstep: Class 15 contains 2249 members Mstep: Class 18 contains 3419 members Mstep: Class 19 contains 422 members Mstep: Class 20 contains 1135 members Mstep: Class 21 contains 7151 members Mstep: Class 22 contains 467 members Entering Unmasked Estep ConsiderDeletion Score: -4128950.750000 Penalty: 24199.521484 Iteration 13Q: 15 clusters Score -4128951 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1505 members Mstep: Class 3 contains 2199 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 10755 members Mstep: Class 7 contains 416 members Mstep: Class 8 contains 655 members Mstep: Class 11 contains 9755 members Mstep: Class 12 contains 553 members Mstep: Class 15 contains 2377 members Mstep: Class 18 contains 3425 members Mstep: Class 19 contains 443 members Mstep: Class 20 contains 1108 members Mstep: Class 21 contains 7608 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4129555.000000 Penalty: 24199.521484 Iteration 14Q: 15 clusters Score -4129555 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1491 members Mstep: Class 3 contains 2212 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 10766 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 692 members Mstep: Class 11 contains 9156 members Mstep: Class 12 contains 549 members Mstep: Class 15 contains 2481 members Mstep: Class 18 contains 3431 members Mstep: Class 19 contains 453 members Mstep: Class 20 contains 1105 members Mstep: Class 21 contains 8059 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4130064.750000 Penalty: 24199.521484 Iteration 15Q: 15 clusters Score -4130065 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1477 members Mstep: Class 3 contains 2220 members Mstep: Class 5 contains 380 members Mstep: Class 6 contains 10783 members Mstep: Class 7 contains 403 members Mstep: Class 8 contains 727 members Mstep: Class 11 contains 8652 members Mstep: Class 12 contains 537 members Mstep: Class 15 contains 2568 members Mstep: Class 18 contains 3433 members Mstep: Class 19 contains 466 members Mstep: Class 20 contains 1108 members Mstep: Class 21 contains 8426 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4130465.250000 Penalty: 24199.521484 Iteration 16Q: 15 clusters Score -4130465 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1464 members Mstep: Class 3 contains 2222 members Mstep: Class 5 contains 380 members Mstep: Class 6 contains 10781 members Mstep: Class 7 contains 401 members Mstep: Class 8 contains 751 members Mstep: Class 11 contains 8288 members Mstep: Class 12 contains 521 members Mstep: Class 15 contains 2610 members Mstep: Class 18 contains 3438 members Mstep: Class 19 contains 484 members Mstep: Class 20 contains 1108 members Mstep: Class 21 contains 8732 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4130736.000000 Penalty: 24199.521484 Iteration 17Q: 15 clusters Score -4130736 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1448 members Mstep: Class 3 contains 2223 members Mstep: Class 5 contains 370 members Mstep: Class 6 contains 10775 members Mstep: Class 7 contains 400 members Mstep: Class 8 contains 780 members Mstep: Class 11 contains 8036 members Mstep: Class 12 contains 511 members Mstep: Class 15 contains 2607 members Mstep: Class 18 contains 3439 members Mstep: Class 19 contains 501 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 8981 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4130933.750000 Penalty: 24199.521484 Iteration 18Q: 15 clusters Score -4130934 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1431 members Mstep: Class 3 contains 2227 members Mstep: Class 5 contains 370 members Mstep: Class 6 contains 10769 members Mstep: Class 7 contains 403 members Mstep: Class 8 contains 801 members Mstep: Class 11 contains 7856 members Mstep: Class 12 contains 503 members Mstep: Class 15 contains 2575 members Mstep: Class 18 contains 3442 members Mstep: Class 19 contains 517 members Mstep: Class 20 contains 1105 members Mstep: Class 21 contains 9181 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131084.250000 Penalty: 24199.521484 Iteration 19Q: 15 clusters Score -4131084 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1424 members Mstep: Class 3 contains 2225 members Mstep: Class 5 contains 372 members Mstep: Class 6 contains 10763 members Mstep: Class 7 contains 406 members Mstep: Class 8 contains 821 members Mstep: Class 11 contains 7719 members Mstep: Class 12 contains 497 members Mstep: Class 15 contains 2542 members Mstep: Class 18 contains 3443 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 1105 members Mstep: Class 21 contains 9338 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131271.250000 Penalty: 24199.521484 Iteration 20F: 15 clusters Score -4131271 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1419 members Mstep: Class 3 contains 2229 members Mstep: Class 5 contains 369 members Mstep: Class 6 contains 10751 members Mstep: Class 7 contains 399 members Mstep: Class 8 contains 857 members Mstep: Class 11 contains 7573 members Mstep: Class 12 contains 495 members Mstep: Class 15 contains 2523 members Mstep: Class 18 contains 3445 members Mstep: Class 19 contains 529 members Mstep: Class 20 contains 1106 members Mstep: Class 21 contains 9485 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131426.500000 Penalty: 24199.521484 Iteration 21Q: 15 clusters Score -4131426 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 2233 members Mstep: Class 5 contains 374 members Mstep: Class 6 contains 10744 members Mstep: Class 7 contains 392 members Mstep: Class 8 contains 878 members Mstep: Class 11 contains 7457 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 2505 members Mstep: Class 18 contains 3448 members Mstep: Class 19 contains 532 members Mstep: Class 20 contains 1103 members Mstep: Class 21 contains 9609 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131550.000000 Penalty: 24199.521484 Iteration 22Q: 15 clusters Score -4131550 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1405 members Mstep: Class 3 contains 2235 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 10731 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 901 members Mstep: Class 11 contains 7369 members Mstep: Class 12 contains 492 members Mstep: Class 15 contains 2473 members Mstep: Class 18 contains 3455 members Mstep: Class 19 contains 539 members Mstep: Class 20 contains 1102 members Mstep: Class 21 contains 9705 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131677.250000 Penalty: 24199.521484 Iteration 23Q: 15 clusters Score -4131677 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1395 members Mstep: Class 3 contains 2240 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 10718 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 921 members Mstep: Class 11 contains 7271 members Mstep: Class 12 contains 492 members Mstep: Class 15 contains 2465 members Mstep: Class 18 contains 3462 members Mstep: Class 19 contains 548 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 9795 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131776.750000 Penalty: 24199.521484 Iteration 24Q: 15 clusters Score -4131777 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1377 members Mstep: Class 3 contains 2248 members Mstep: Class 5 contains 394 members Mstep: Class 6 contains 10707 members Mstep: Class 7 contains 385 members Mstep: Class 8 contains 936 members Mstep: Class 11 contains 7170 members Mstep: Class 12 contains 491 members Mstep: Class 15 contains 2460 members Mstep: Class 18 contains 3468 members Mstep: Class 19 contains 562 members Mstep: Class 20 contains 1091 members Mstep: Class 21 contains 9891 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4131916.250000 Penalty: 24199.521484 Iteration 25Q: 15 clusters Score -4131916 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1359 members Mstep: Class 3 contains 2252 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 10697 members Mstep: Class 7 contains 382 members Mstep: Class 8 contains 951 members Mstep: Class 11 contains 7078 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2435 members Mstep: Class 18 contains 3472 members Mstep: Class 19 contains 575 members Mstep: Class 20 contains 1091 members Mstep: Class 21 contains 9997 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132033.500000 Penalty: 24199.521484 Iteration 26Q: 15 clusters Score -4132034 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1346 members Mstep: Class 3 contains 2259 members Mstep: Class 5 contains 411 members Mstep: Class 6 contains 10684 members Mstep: Class 7 contains 381 members Mstep: Class 8 contains 965 members Mstep: Class 11 contains 7010 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2404 members Mstep: Class 18 contains 3479 members Mstep: Class 19 contains 583 members Mstep: Class 20 contains 1083 members Mstep: Class 21 contains 10085 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132182.250000 Penalty: 24199.521484 Iteration 27Q: 15 clusters Score -4132182 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1332 members Mstep: Class 3 contains 2264 members Mstep: Class 5 contains 420 members Mstep: Class 6 contains 10673 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 973 members Mstep: Class 11 contains 6946 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2368 members Mstep: Class 18 contains 3484 members Mstep: Class 19 contains 592 members Mstep: Class 20 contains 1075 members Mstep: Class 21 contains 10183 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132314.250000 Penalty: 24199.521484 Iteration 28Q: 15 clusters Score -4132314 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1322 members Mstep: Class 3 contains 2267 members Mstep: Class 5 contains 431 members Mstep: Class 6 contains 10657 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 994 members Mstep: Class 11 contains 6870 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2333 members Mstep: Class 18 contains 3486 members Mstep: Class 19 contains 599 members Mstep: Class 20 contains 1070 members Mstep: Class 21 contains 10282 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132447.750000 Penalty: 24199.521484 Iteration 29Q: 15 clusters Score -4132448 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1315 members Mstep: Class 3 contains 2269 members Mstep: Class 5 contains 442 members Mstep: Class 6 contains 10650 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 1005 members Mstep: Class 11 contains 6803 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2302 members Mstep: Class 18 contains 3487 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 1068 members Mstep: Class 21 contains 10372 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132546.750000 Penalty: 24199.521484 Iteration 30Q: 15 clusters Score -4132547 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1310 members Mstep: Class 3 contains 2270 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 10644 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 1021 members Mstep: Class 11 contains 6741 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2262 members Mstep: Class 18 contains 3487 members Mstep: Class 19 contains 591 members Mstep: Class 20 contains 1067 members Mstep: Class 21 contains 10466 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132670.250000 Penalty: 24199.521484 Iteration 31Q: 15 clusters Score -4132670 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1308 members Mstep: Class 3 contains 2270 members Mstep: Class 5 contains 462 members Mstep: Class 6 contains 10638 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 1031 members Mstep: Class 11 contains 6682 members Mstep: Class 12 contains 491 members Mstep: Class 15 contains 2227 members Mstep: Class 18 contains 3488 members Mstep: Class 19 contains 582 members Mstep: Class 20 contains 1066 members Mstep: Class 21 contains 10556 members Mstep: Class 22 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -4132769.250000 Penalty: 24199.521484 Iteration 32Q: 15 clusters Score -4132769 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1306 members Mstep: Class 3 contains 2271 members Mstep: Class 5 contains 475 members Mstep: Class 6 contains 10635 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 1032 members Mstep: Class 11 contains 6604 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2196 members Mstep: Class 18 contains 3492 members Mstep: Class 19 contains 576 members Mstep: Class 20 contains 1063 members Mstep: Class 21 contains 10660 members Mstep: Class 22 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -4132873.500000 Penalty: 24199.521484 Iteration 33Q: 15 clusters Score -4132874 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1306 members Mstep: Class 3 contains 2275 members Mstep: Class 5 contains 483 members Mstep: Class 6 contains 10633 members Mstep: Class 7 contains 378 members Mstep: Class 8 contains 1034 members Mstep: Class 11 contains 6536 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 2163 members Mstep: Class 18 contains 3494 members Mstep: Class 19 contains 571 members Mstep: Class 20 contains 1058 members Mstep: Class 21 contains 10758 members Mstep: Class 22 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -4132955.250000 Penalty: 24199.521484 Iteration 34Q: 15 clusters Score -4132955 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1307 members Mstep: Class 3 contains 2279 members Mstep: Class 5 contains 493 members Mstep: Class 6 contains 10632 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 1041 members Mstep: Class 11 contains 6469 members Mstep: Class 12 contains 491 members Mstep: Class 15 contains 2128 members Mstep: Class 18 contains 3494 members Mstep: Class 19 contains 563 members Mstep: Class 20 contains 1054 members Mstep: Class 21 contains 10849 members Mstep: Class 22 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -4133051.000000 Penalty: 24199.521484 Iteration 35Q: 15 clusters Score -4133051 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1306 members Mstep: Class 3 contains 2284 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 10623 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 1050 members Mstep: Class 11 contains 6391 members Mstep: Class 12 contains 492 members Mstep: Class 15 contains 2103 members Mstep: Class 18 contains 3496 members Mstep: Class 19 contains 557 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 10941 members Mstep: Class 22 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -4133165.250000 Penalty: 24199.521484 Iteration 36Q: 15 clusters Score -4133165 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1306 members Mstep: Class 3 contains 2285 members Mstep: Class 5 contains 526 members Mstep: Class 6 contains 10617 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 1056 members Mstep: Class 11 contains 6304 members Mstep: Class 12 contains 492 members Mstep: Class 15 contains 2070 members Mstep: Class 18 contains 3497 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 1047 members Mstep: Class 21 contains 11056 members Mstep: Class 22 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -4133284.500000 Penalty: 24199.521484 Iteration 37Q: 15 clusters Score -4133284 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1305 members Mstep: Class 3 contains 2286 members Mstep: Class 5 contains 543 members Mstep: Class 6 contains 10616 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 1058 members Mstep: Class 11 contains 6217 members Mstep: Class 12 contains 495 members Mstep: Class 15 contains 2050 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 538 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 11147 members Mstep: Class 22 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -4133413.000000 Penalty: 24199.521484 Iteration 38Q: 15 clusters Score -4133413 nChanged 194 Entering ConstructFrom: Score: -4133413.000000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 1 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -131663.281250 Penalty: 1165.768188 Iteration 0F: 2 clusters Score -131663.3 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 653 members Entering Unmasked Estep Score: -130061.695312 Penalty: 2331.536377 Iteration 0F: 3 clusters Score -130061.7 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -130443.898438 Penalty: 2331.536377 Iteration 1F: 3 clusters Score -130443.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -130552.851562 Penalty: 2331.536377 Iteration 2F: 3 clusters Score -130552.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -130650.367188 Penalty: 2331.536377 Iteration 3F: 3 clusters Score -130650.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -130717.390625 Penalty: 2331.536377 Iteration 4Q: 3 clusters Score -130717.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -130755.085938 Penalty: 2331.536377 Iteration 5Q: 3 clusters Score -130755.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -130790.179688 Penalty: 2331.536377 Iteration 6Q: 3 clusters Score -130790.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -130881.992188 Penalty: 2331.536377 Iteration 7Q: 3 clusters Score -130882 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -130953.679688 Penalty: 2331.536377 Iteration 8Q: 3 clusters Score -130953.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -130993.906250 Penalty: 2331.536377 Iteration 9Q: 3 clusters Score -130993.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -131012.054688 Penalty: 2331.536377 Iteration 10Q: 3 clusters Score -131012.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -131032.437500 Penalty: 2331.536377 Iteration 11Q: 3 clusters Score -131032.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -131045.523438 Penalty: 2331.536377 Iteration 12Q: 3 clusters Score -131045.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -131058.148438 Penalty: 2331.536377 Iteration 13Q: 3 clusters Score -131058.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -131074.781250 Penalty: 2331.536377 Iteration 14Q: 3 clusters Score -131074.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -131089.828125 Penalty: 2331.536377 Iteration 15Q: 3 clusters Score -131089.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -131104.046875 Penalty: 2331.536377 Iteration 16Q: 3 clusters Score -131104 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -131114.125000 Penalty: 2331.536377 Iteration 17Q: 3 clusters Score -131114.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -131122.984375 Penalty: 2331.536377 Iteration 18Q: 3 clusters Score -131123 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -131136.734375 Penalty: 2331.536377 Iteration 19Q: 3 clusters Score -131136.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -131173.093750 Penalty: 2331.536377 Iteration 20F: 3 clusters Score -131173.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -131223.281250 Penalty: 2331.536377 Iteration 21Q: 3 clusters Score -131223.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -131276.515625 Penalty: 2331.536377 Iteration 22Q: 3 clusters Score -131276.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -131340.984375 Penalty: 2331.536377 Iteration 23Q: 3 clusters Score -131341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -131382.125000 Penalty: 2331.536377 Iteration 24Q: 3 clusters Score -131382.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -131407.812500 Penalty: 2331.536377 Iteration 25Q: 3 clusters Score -131407.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -131422.281250 Penalty: 2331.536377 Iteration 26Q: 3 clusters Score -131422.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -131428.640625 Penalty: 2331.536377 Iteration 27Q: 3 clusters Score -131428.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -131431.828125 Penalty: 2331.536377 Iteration 28Q: 3 clusters Score -131431.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -131435.312500 Penalty: 2331.536377 Iteration 29Q: 3 clusters Score -131435.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -131438.640625 Penalty: 2331.536377 Iteration 30Q: 3 clusters Score -131438.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -131439.390625 Penalty: 2331.536377 Iteration 31Q: 3 clusters Score -131439.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -131442.484375 Penalty: 2331.536377 Iteration 32Q: 3 clusters Score -131442.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -131444.312500 Penalty: 2331.536377 Iteration 33Q: 3 clusters Score -131444.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -131445.265625 Penalty: 2331.536377 Iteration 34Q: 3 clusters Score -131445.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -131445.265625 Penalty: 2331.536377 Iteration 35F: 3 clusters Score -131445.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Entering Unmasked Estep Score: -238183.765625 Penalty: 1256.936890 Iteration 0F: 2 clusters Score -238183.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -235880.953125 Penalty: 2513.873779 Iteration 0F: 3 clusters Score -235881 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -236414.890625 Penalty: 2513.873779 Iteration 1F: 3 clusters Score -236414.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -236541.187500 Penalty: 2513.873779 Iteration 2F: 3 clusters Score -236541.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -236616.812500 Penalty: 2513.873779 Iteration 3Q: 3 clusters Score -236616.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -236682.187500 Penalty: 2513.873779 Iteration 4Q: 3 clusters Score -236682.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -236737.953125 Penalty: 2513.873779 Iteration 5Q: 3 clusters Score -236738 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -236787.921875 Penalty: 2513.873779 Iteration 6Q: 3 clusters Score -236787.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -236818.265625 Penalty: 2513.873779 Iteration 7Q: 3 clusters Score -236818.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -236842.296875 Penalty: 2513.873779 Iteration 8Q: 3 clusters Score -236842.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -236871.468750 Penalty: 2513.873779 Iteration 9Q: 3 clusters Score -236871.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -236904.593750 Penalty: 2513.873779 Iteration 10Q: 3 clusters Score -236904.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -236931.328125 Penalty: 2513.873779 Iteration 11Q: 3 clusters Score -236931.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -236951.953125 Penalty: 2513.873779 Iteration 12Q: 3 clusters Score -236952 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -236972.593750 Penalty: 2513.873779 Iteration 13Q: 3 clusters Score -236972.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -236994.046875 Penalty: 2513.873779 Iteration 14Q: 3 clusters Score -236994 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -237009.187500 Penalty: 2513.873779 Iteration 15Q: 3 clusters Score -237009.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -237021.015625 Penalty: 2513.873779 Iteration 16Q: 3 clusters Score -237021 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -237045.593750 Penalty: 2513.873779 Iteration 17Q: 3 clusters Score -237045.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -237067.421875 Penalty: 2513.873779 Iteration 18Q: 3 clusters Score -237067.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -237090.765625 Penalty: 2513.873779 Iteration 19Q: 3 clusters Score -237090.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -237118.484375 Penalty: 2513.873779 Iteration 20F: 3 clusters Score -237118.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -237146.625000 Penalty: 2513.873779 Iteration 21Q: 3 clusters Score -237146.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -237177.406250 Penalty: 2513.873779 Iteration 22Q: 3 clusters Score -237177.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -237212.171875 Penalty: 2513.873779 Iteration 23Q: 3 clusters Score -237212.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -237241.687500 Penalty: 2513.873779 Iteration 24Q: 3 clusters Score -237241.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -237257.375000 Penalty: 2513.873779 Iteration 25Q: 3 clusters Score -237257.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -237275.765625 Penalty: 2513.873779 Iteration 26Q: 3 clusters Score -237275.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -237288.390625 Penalty: 2513.873779 Iteration 27Q: 3 clusters Score -237288.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -237298.000000 Penalty: 2513.873779 Iteration 28Q: 3 clusters Score -237298 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -237305.562500 Penalty: 2513.873779 Iteration 29Q: 3 clusters Score -237305.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -237314.312500 Penalty: 2513.873779 Iteration 30Q: 3 clusters Score -237314.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -237319.640625 Penalty: 2513.873779 Iteration 31Q: 3 clusters Score -237319.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -237328.703125 Penalty: 2513.873779 Iteration 32Q: 3 clusters Score -237328.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -237343.421875 Penalty: 2513.873779 Iteration 33Q: 3 clusters Score -237343.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -237353.187500 Penalty: 2513.873779 Iteration 34Q: 3 clusters Score -237353.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -237364.546875 Penalty: 2513.873779 Iteration 35Q: 3 clusters Score -237364.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -237372.218750 Penalty: 2513.873779 Iteration 36Q: 3 clusters Score -237372.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -237378.296875 Penalty: 2513.873779 Iteration 37Q: 3 clusters Score -237378.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -237385.250000 Penalty: 2513.873779 Iteration 38Q: 3 clusters Score -237385.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -237388.406250 Penalty: 2513.873779 Iteration 39Q: 3 clusters Score -237388.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -237391.187500 Penalty: 2513.873779 Iteration 40F: 3 clusters Score -237391.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -47742.558594 Penalty: 1028.869019 Iteration 0F: 2 clusters Score -47742.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -46683.730469 Penalty: 2057.738037 Iteration 0F: 3 clusters Score -46683.73 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -46906.097656 Penalty: 2057.738037 Iteration 1F: 3 clusters Score -46906.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -46954.046875 Penalty: 2057.738037 Iteration 2F: 3 clusters Score -46954.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -46977.468750 Penalty: 2057.738037 Iteration 3Q: 3 clusters Score -46977.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -46999.597656 Penalty: 2057.738037 Iteration 4Q: 3 clusters Score -46999.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47015.136719 Penalty: 2057.738037 Iteration 5Q: 3 clusters Score -47015.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -47023.312500 Penalty: 2057.738037 Iteration 6Q: 3 clusters Score -47023.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -47025.914062 Penalty: 2057.738037 Iteration 7Q: 3 clusters Score -47025.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -47027.218750 Penalty: 2057.738037 Iteration 8Q: 3 clusters Score -47027.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -47028.015625 Penalty: 2057.738037 Iteration 9Q: 3 clusters Score -47028.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -47032.222656 Penalty: 2057.738037 Iteration 10Q: 3 clusters Score -47032.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -47034.871094 Penalty: 2057.738037 Iteration 11Q: 3 clusters Score -47034.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -47035.328125 Penalty: 2057.738037 Iteration 12Q: 3 clusters Score -47035.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -47035.328125 Penalty: 2057.738037 Iteration 13F: 3 clusters Score -47035.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Entering Unmasked Estep Score: -1119783.125000 Penalty: 1506.363403 Iteration 0F: 2 clusters Score -1119783 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1112302.375000 Penalty: 3012.726807 Iteration 0F: 3 clusters Score -1112302 nChanged 4602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -1115035.250000 Penalty: 3012.726807 Iteration 1F: 3 clusters Score -1115035 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1115496.125000 Penalty: 3012.726807 Iteration 2F: 3 clusters Score -1115496 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1115911.625000 Penalty: 3012.726807 Iteration 3F: 3 clusters Score -1115912 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1116243.875000 Penalty: 3012.726807 Iteration 4F: 3 clusters Score -1116244 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1116527.250000 Penalty: 3012.726807 Iteration 5F: 3 clusters Score -1116527 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1116727.875000 Penalty: 3012.726807 Iteration 6Q: 3 clusters Score -1116728 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1116883.125000 Penalty: 3012.726807 Iteration 7Q: 3 clusters Score -1116883 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1117013.000000 Penalty: 3012.726807 Iteration 8Q: 3 clusters Score -1117013 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1117126.375000 Penalty: 3012.726807 Iteration 9Q: 3 clusters Score -1117126 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1117226.125000 Penalty: 3012.726807 Iteration 10Q: 3 clusters Score -1117226 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1117294.125000 Penalty: 3012.726807 Iteration 11Q: 3 clusters Score -1117294 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1117339.875000 Penalty: 3012.726807 Iteration 12Q: 3 clusters Score -1117340 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1117380.125000 Penalty: 3012.726807 Iteration 13Q: 3 clusters Score -1117380 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -1117409.375000 Penalty: 3012.726807 Iteration 14Q: 3 clusters Score -1117409 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1117446.125000 Penalty: 3012.726807 Iteration 15Q: 3 clusters Score -1117446 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1117480.750000 Penalty: 3012.726807 Iteration 16Q: 3 clusters Score -1117481 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1117507.875000 Penalty: 3012.726807 Iteration 17Q: 3 clusters Score -1117508 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -1117534.125000 Penalty: 3012.726807 Iteration 18Q: 3 clusters Score -1117534 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1117563.625000 Penalty: 3012.726807 Iteration 19Q: 3 clusters Score -1117564 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1117594.625000 Penalty: 3012.726807 Iteration 20F: 3 clusters Score -1117595 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1117619.750000 Penalty: 3012.726807 Iteration 21Q: 3 clusters Score -1117620 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1117646.625000 Penalty: 3012.726807 Iteration 22Q: 3 clusters Score -1117647 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1117662.625000 Penalty: 3012.726807 Iteration 23Q: 3 clusters Score -1117663 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1117684.000000 Penalty: 3012.726807 Iteration 24Q: 3 clusters Score -1117684 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1117704.750000 Penalty: 3012.726807 Iteration 25Q: 3 clusters Score -1117705 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1117719.625000 Penalty: 3012.726807 Iteration 26Q: 3 clusters Score -1117720 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1117734.250000 Penalty: 3012.726807 Iteration 27Q: 3 clusters Score -1117734 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1117746.000000 Penalty: 3012.726807 Iteration 28Q: 3 clusters Score -1117746 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1117757.125000 Penalty: 3012.726807 Iteration 29Q: 3 clusters Score -1117757 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -1117761.125000 Penalty: 3012.726807 Iteration 30Q: 3 clusters Score -1117761 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -1117769.125000 Penalty: 3012.726807 Iteration 31Q: 3 clusters Score -1117769 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1117771.375000 Penalty: 3012.726807 Iteration 32Q: 3 clusters Score -1117771 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1117776.000000 Penalty: 3012.726807 Iteration 33Q: 3 clusters Score -1117776 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1117780.375000 Penalty: 3012.726807 Iteration 34Q: 3 clusters Score -1117780 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -1117785.000000 Penalty: 3012.726807 Iteration 35Q: 3 clusters Score -1117785 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1117790.375000 Penalty: 3012.726807 Iteration 36Q: 3 clusters Score -1117790 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1117796.375000 Penalty: 3012.726807 Iteration 37Q: 3 clusters Score -1117796 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1117802.125000 Penalty: 3012.726807 Iteration 38Q: 3 clusters Score -1117802 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1117807.375000 Penalty: 3012.726807 Iteration 39Q: 3 clusters Score -1117807 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1117811.875000 Penalty: 3012.726807 Iteration 40F: 3 clusters Score -1117812 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1117820.250000 Penalty: 3012.726807 Iteration 41Q: 3 clusters Score -1117820 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1117829.875000 Penalty: 3012.726807 Iteration 42Q: 3 clusters Score -1117830 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -1117840.875000 Penalty: 3012.726807 Iteration 43Q: 3 clusters Score -1117841 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1117846.750000 Penalty: 3012.726807 Iteration 44Q: 3 clusters Score -1117847 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1117850.750000 Penalty: 3012.726807 Iteration 45Q: 3 clusters Score -1117851 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1117859.250000 Penalty: 3012.726807 Iteration 46Q: 3 clusters Score -1117859 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1117864.375000 Penalty: 3012.726807 Iteration 47Q: 3 clusters Score -1117864 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1117869.250000 Penalty: 3012.726807 Iteration 48Q: 3 clusters Score -1117869 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1117870.750000 Penalty: 3012.726807 Iteration 49Q: 3 clusters Score -1117871 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1117872.625000 Penalty: 3012.726807 Iteration 50Q: 3 clusters Score -1117873 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -1117875.375000 Penalty: 3012.726807 Iteration 51Q: 3 clusters Score -1117875 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -1117876.625000 Penalty: 3012.726807 Iteration 52Q: 3 clusters Score -1117877 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1117876.875000 Penalty: 3012.726807 Iteration 53Q: 3 clusters Score -1117877 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1117879.875000 Penalty: 3012.726807 Iteration 54Q: 3 clusters Score -1117880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1117879.875000 Penalty: 3012.726807 Iteration 55Q: 3 clusters Score -1117880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1117881.875000 Penalty: 3012.726807 Iteration 56Q: 3 clusters Score -1117882 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1117884.500000 Penalty: 3012.726807 Iteration 57Q: 3 clusters Score -1117884 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -1117880.750000 Penalty: 3012.726807 Iteration 58Q: 3 clusters Score -1117881 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -1117885.000000 Penalty: 3012.726807 Iteration 59Q: 3 clusters Score -1117885 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1117885.750000 Penalty: 3012.726807 Iteration 60F: 3 clusters Score -1117886 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1117888.250000 Penalty: 3012.726807 Iteration 61Q: 3 clusters Score -1117888 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1117888.875000 Penalty: 3012.726807 Iteration 62Q: 3 clusters Score -1117889 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1117889.000000 Penalty: 3012.726807 Iteration 63Q: 3 clusters Score -1117889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -1117891.750000 Penalty: 3012.726807 Iteration 64Q: 3 clusters Score -1117892 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1117892.000000 Penalty: 3012.726807 Iteration 65Q: 3 clusters Score -1117892 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -1117895.500000 Penalty: 3012.726807 Iteration 66Q: 3 clusters Score -1117896 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1117896.000000 Penalty: 3012.726807 Iteration 67Q: 3 clusters Score -1117896 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1117898.750000 Penalty: 3012.726807 Iteration 68Q: 3 clusters Score -1117899 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1117900.625000 Penalty: 3012.726807 Iteration 69Q: 3 clusters Score -1117901 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1117904.750000 Penalty: 3012.726807 Iteration 70Q: 3 clusters Score -1117905 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1117905.750000 Penalty: 3012.726807 Iteration 71Q: 3 clusters Score -1117906 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -1117908.000000 Penalty: 3012.726807 Iteration 72Q: 3 clusters Score -1117908 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1117910.500000 Penalty: 3012.726807 Iteration 73Q: 3 clusters Score -1117910 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1117913.625000 Penalty: 3012.726807 Iteration 74Q: 3 clusters Score -1117914 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1117915.375000 Penalty: 3012.726807 Iteration 75Q: 3 clusters Score -1117915 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1117922.500000 Penalty: 3012.726807 Iteration 76Q: 3 clusters Score -1117922 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1117920.875000 Penalty: 3012.726807 Iteration 77Q: 3 clusters Score -1117921 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1117926.375000 Penalty: 3012.726807 Iteration 78Q: 3 clusters Score -1117926 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1117929.500000 Penalty: 3012.726807 Iteration 79Q: 3 clusters Score -1117930 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1117935.375000 Penalty: 3012.726807 Iteration 80F: 3 clusters Score -1117935 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1117936.125000 Penalty: 3012.726807 Iteration 81Q: 3 clusters Score -1117936 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1117940.000000 Penalty: 3012.726807 Iteration 82Q: 3 clusters Score -1117940 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1117944.500000 Penalty: 3012.726807 Iteration 83Q: 3 clusters Score -1117944 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1117945.500000 Penalty: 3012.726807 Iteration 84Q: 3 clusters Score -1117946 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1117949.125000 Penalty: 3012.726807 Iteration 85Q: 3 clusters Score -1117949 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -1117951.000000 Penalty: 3012.726807 Iteration 86Q: 3 clusters Score -1117951 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1117951.250000 Penalty: 3012.726807 Iteration 87Q: 3 clusters Score -1117951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1117953.125000 Penalty: 3012.726807 Iteration 88Q: 3 clusters Score -1117953 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1117951.500000 Penalty: 3012.726807 Iteration 89Q: 3 clusters Score -1117952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1117955.625000 Penalty: 3012.726807 Iteration 90Q: 3 clusters Score -1117956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1117951.750000 Penalty: 3012.726807 Iteration 91Q: 3 clusters Score -1117952 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1117954.750000 Penalty: 3012.726807 Iteration 92Q: 3 clusters Score -1117955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1117955.875000 Penalty: 3012.726807 Iteration 93Q: 3 clusters Score -1117956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1117955.125000 Penalty: 3012.726807 Iteration 94Q: 3 clusters Score -1117955 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1117958.125000 Penalty: 3012.726807 Iteration 95Q: 3 clusters Score -1117958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1117957.125000 Penalty: 3012.726807 Iteration 96Q: 3 clusters Score -1117957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1117956.750000 Penalty: 3012.726807 Iteration 97Q: 3 clusters Score -1117957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -1117957.375000 Penalty: 3012.726807 Iteration 98Q: 3 clusters Score -1117957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1117956.750000 Penalty: 3012.726807 Iteration 99Q: 3 clusters Score -1117957 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1117956.750000 Penalty: 3012.726807 Iteration 100F: 3 clusters Score -1117957 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -35245.570312 Penalty: 965.277832 Iteration 0F: 2 clusters Score -35245.57 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 183 members Entering Unmasked Estep Score: -34341.277344 Penalty: 1930.555664 Iteration 0F: 3 clusters Score -34341.28 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -34523.906250 Penalty: 1930.555664 Iteration 1F: 3 clusters Score -34523.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -34683.152344 Penalty: 1930.555664 Iteration 2F: 3 clusters Score -34683.15 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -34984.015625 Penalty: 1930.555664 Iteration 3F: 3 clusters Score -34984.02 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -35234.164062 Penalty: 1930.555664 Iteration 4F: 3 clusters Score -35234.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35357.359375 Penalty: 1930.555664 Iteration 5Q: 3 clusters Score -35357.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -35403.238281 Penalty: 1930.555664 Iteration 6Q: 3 clusters Score -35403.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -35417.292969 Penalty: 1930.555664 Iteration 7Q: 3 clusters Score -35417.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -35417.292969 Penalty: 1930.555664 Iteration 8F: 3 clusters Score -35417.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 262 members Mstep: Class 3 contains 2287 members Mstep: Class 5 contains 562 members Mstep: Class 6 contains 10614 members Mstep: Class 7 contains 118 members Mstep: Class 8 contains 1063 members Mstep: Class 11 contains 6112 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 2038 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 533 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 11246 members Mstep: Class 22 contains 470 members Entering Unmasked Estep Score: -4132907.250000 Penalty: 25928.060547 Splitting cluster 7 changes total score from -4133413.000000 to -4132907.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Entering Unmasked Estep Score: -104245.828125 Penalty: 1132.438232 Iteration 0F: 2 clusters Score -104245.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -102756.789062 Penalty: 2264.876465 Iteration 0F: 3 clusters Score -102756.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -103019.890625 Penalty: 2264.876465 Iteration 1F: 3 clusters Score -103019.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -103117.007812 Penalty: 2264.876465 Iteration 2F: 3 clusters Score -103117 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -103174.023438 Penalty: 2264.876465 Iteration 3F: 3 clusters Score -103174 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -103231.109375 Penalty: 2264.876465 Iteration 4Q: 3 clusters Score -103231.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -103284.937500 Penalty: 2264.876465 Iteration 5Q: 3 clusters Score -103284.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -103322.718750 Penalty: 2264.876465 Iteration 6Q: 3 clusters Score -103322.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -103362.882812 Penalty: 2264.876465 Iteration 7Q: 3 clusters Score -103362.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -103384.953125 Penalty: 2264.876465 Iteration 8Q: 3 clusters Score -103385 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -103410.867188 Penalty: 2264.876465 Iteration 9Q: 3 clusters Score -103410.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -103428.679688 Penalty: 2264.876465 Iteration 10Q: 3 clusters Score -103428.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -103437.679688 Penalty: 2264.876465 Iteration 11Q: 3 clusters Score -103437.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -103440.289062 Penalty: 2264.876465 Iteration 12Q: 3 clusters Score -103440.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -103440.289062 Penalty: 2264.876465 Iteration 13F: 3 clusters Score -103440.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Entering Unmasked Estep Score: -603667.375000 Penalty: 1416.676514 Iteration 0F: 2 clusters Score -603667.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -599013.000000 Penalty: 2833.353027 Iteration 0F: 3 clusters Score -599013 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -600446.437500 Penalty: 2833.353027 Iteration 1F: 3 clusters Score -600446.4 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -601062.000000 Penalty: 2833.353027 Iteration 2F: 3 clusters Score -601062 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -602819.812500 Penalty: 2833.353027 Iteration 3F: 3 clusters Score -602819.8 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -605983.062500 Penalty: 2833.353027 Iteration 4F: 3 clusters Score -605983.1 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -607443.812500 Penalty: 2833.353027 Iteration 5F: 3 clusters Score -607443.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -607705.625000 Penalty: 2833.353027 Iteration 6F: 3 clusters Score -607705.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -607747.062500 Penalty: 2833.353027 Iteration 7Q: 3 clusters Score -607747.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -607754.437500 Penalty: 2833.353027 Iteration 8Q: 3 clusters Score -607754.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -607758.937500 Penalty: 2833.353027 Iteration 9Q: 3 clusters Score -607758.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -607758.687500 Penalty: 2833.353027 Iteration 10Q: 3 clusters Score -607758.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -607759.500000 Penalty: 2833.353027 Iteration 11Q: 3 clusters Score -607759.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -607759.562500 Penalty: 2833.353027 Iteration 12Q: 3 clusters Score -607759.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -607759.562500 Penalty: 2833.353027 Iteration 13F: 3 clusters Score -607759.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1266 members Mstep: Class 3 contains 2287 members Mstep: Class 5 contains 562 members Mstep: Class 6 contains 10614 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 1063 members Mstep: Class 11 contains 4846 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 2038 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 533 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 11246 members Mstep: Class 22 contains 470 members Entering Unmasked Estep Score: -4137263.250000 Penalty: 25928.060547 Splitting cluster 11 changes total score from -4133413.000000 to -4137263.250000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 12 (496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Entering Unmasked Estep Score: -48306.929688 Penalty: 1008.568604 Iteration 0F: 2 clusters Score -48306.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -47304.472656 Penalty: 2017.137207 Iteration 0F: 3 clusters Score -47304.47 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -47508.718750 Penalty: 2017.137207 Iteration 1F: 3 clusters Score -47508.72 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -47634.136719 Penalty: 2017.137207 Iteration 2F: 3 clusters Score -47634.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -47703.187500 Penalty: 2017.137207 Iteration 3Q: 3 clusters Score -47703.19 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -47732.375000 Penalty: 2017.137207 Iteration 4Q: 3 clusters Score -47732.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -47774.480469 Penalty: 2017.137207 Iteration 5Q: 3 clusters Score -47774.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -47817.179688 Penalty: 2017.137207 Iteration 6Q: 3 clusters Score -47817.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -47828.371094 Penalty: 2017.137207 Iteration 7Q: 3 clusters Score -47828.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -47838.921875 Penalty: 2017.137207 Iteration 8Q: 3 clusters Score -47838.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -47846.828125 Penalty: 2017.137207 Iteration 9Q: 3 clusters Score -47846.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -47848.839844 Penalty: 2017.137207 Iteration 10Q: 3 clusters Score -47848.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -47849.605469 Penalty: 2017.137207 Iteration 11Q: 3 clusters Score -47849.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -47851.089844 Penalty: 2017.137207 Iteration 12Q: 3 clusters Score -47851.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -47856.031250 Penalty: 2017.137207 Iteration 13Q: 3 clusters Score -47856.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -47857.242188 Penalty: 2017.137207 Iteration 14Q: 3 clusters Score -47857.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -47858.996094 Penalty: 2017.137207 Iteration 15Q: 3 clusters Score -47859 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -47858.996094 Penalty: 2017.137207 Iteration 16F: 3 clusters Score -47859 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Entering Unmasked Estep Score: -199963.031250 Penalty: 1238.205200 Iteration 0F: 2 clusters Score -199963 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -197831.921875 Penalty: 2476.410400 Iteration 0F: 3 clusters Score -197831.9 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -198299.890625 Penalty: 2476.410400 Iteration 1F: 3 clusters Score -198299.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -198415.031250 Penalty: 2476.410400 Iteration 2F: 3 clusters Score -198415 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -198476.953125 Penalty: 2476.410400 Iteration 3F: 3 clusters Score -198477 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -198515.015625 Penalty: 2476.410400 Iteration 4Q: 3 clusters Score -198515 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -198538.421875 Penalty: 2476.410400 Iteration 5Q: 3 clusters Score -198538.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -198559.328125 Penalty: 2476.410400 Iteration 6Q: 3 clusters Score -198559.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -198574.312500 Penalty: 2476.410400 Iteration 7Q: 3 clusters Score -198574.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -198585.140625 Penalty: 2476.410400 Iteration 8Q: 3 clusters Score -198585.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -198594.468750 Penalty: 2476.410400 Iteration 9Q: 3 clusters Score -198594.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -198597.421875 Penalty: 2476.410400 Iteration 10Q: 3 clusters Score -198597.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -198599.843750 Penalty: 2476.410400 Iteration 11Q: 3 clusters Score -198599.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -198601.171875 Penalty: 2476.410400 Iteration 12Q: 3 clusters Score -198601.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -198602.906250 Penalty: 2476.410400 Iteration 13Q: 3 clusters Score -198602.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -198604.609375 Penalty: 2476.410400 Iteration 14Q: 3 clusters Score -198604.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -198607.859375 Penalty: 2476.410400 Iteration 15Q: 3 clusters Score -198607.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -198610.093750 Penalty: 2476.410400 Iteration 16Q: 3 clusters Score -198610.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -198611.687500 Penalty: 2476.410400 Iteration 17Q: 3 clusters Score -198611.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -198614.640625 Penalty: 2476.410400 Iteration 18Q: 3 clusters Score -198614.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -198618.093750 Penalty: 2476.410400 Iteration 19Q: 3 clusters Score -198618.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -198619.640625 Penalty: 2476.410400 Iteration 20F: 3 clusters Score -198619.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -198620.171875 Penalty: 2476.410400 Iteration 21Q: 3 clusters Score -198620.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -198620.906250 Penalty: 2476.410400 Iteration 22Q: 3 clusters Score -198620.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -198621.171875 Penalty: 2476.410400 Iteration 23Q: 3 clusters Score -198621.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -198621.171875 Penalty: 2476.410400 Iteration 24F: 3 clusters Score -198621.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Entering Unmasked Estep Score: -362198.125000 Penalty: 1325.991333 Iteration 0F: 2 clusters Score -362198.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -359218.437500 Penalty: 2651.982666 Iteration 0F: 3 clusters Score -359218.4 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -360106.562500 Penalty: 2651.982666 Iteration 1F: 3 clusters Score -360106.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -360408.750000 Penalty: 2651.982666 Iteration 2F: 3 clusters Score -360408.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -360732.843750 Penalty: 2651.982666 Iteration 3F: 3 clusters Score -360732.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -361023.625000 Penalty: 2651.982666 Iteration 4F: 3 clusters Score -361023.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -361231.625000 Penalty: 2651.982666 Iteration 5F: 3 clusters Score -361231.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -361386.468750 Penalty: 2651.982666 Iteration 6Q: 3 clusters Score -361386.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -361499.968750 Penalty: 2651.982666 Iteration 7Q: 3 clusters Score -361500 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -361565.593750 Penalty: 2651.982666 Iteration 8Q: 3 clusters Score -361565.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -361613.093750 Penalty: 2651.982666 Iteration 9Q: 3 clusters Score -361613.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -361643.718750 Penalty: 2651.982666 Iteration 10Q: 3 clusters Score -361643.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -361663.781250 Penalty: 2651.982666 Iteration 11Q: 3 clusters Score -361663.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -361680.093750 Penalty: 2651.982666 Iteration 12Q: 3 clusters Score -361680.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -361704.906250 Penalty: 2651.982666 Iteration 13Q: 3 clusters Score -361704.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -361720.312500 Penalty: 2651.982666 Iteration 14Q: 3 clusters Score -361720.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -361731.750000 Penalty: 2651.982666 Iteration 15Q: 3 clusters Score -361731.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -361743.531250 Penalty: 2651.982666 Iteration 16Q: 3 clusters Score -361743.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -361756.406250 Penalty: 2651.982666 Iteration 17Q: 3 clusters Score -361756.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -361765.687500 Penalty: 2651.982666 Iteration 18Q: 3 clusters Score -361765.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -361770.593750 Penalty: 2651.982666 Iteration 19Q: 3 clusters Score -361770.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -361776.562500 Penalty: 2651.982666 Iteration 20F: 3 clusters Score -361776.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -361782.750000 Penalty: 2651.982666 Iteration 21Q: 3 clusters Score -361782.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -361788.500000 Penalty: 2651.982666 Iteration 22Q: 3 clusters Score -361788.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -361796.343750 Penalty: 2651.982666 Iteration 23Q: 3 clusters Score -361796.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -361804.281250 Penalty: 2651.982666 Iteration 24Q: 3 clusters Score -361804.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -361810.625000 Penalty: 2651.982666 Iteration 25Q: 3 clusters Score -361810.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -361815.031250 Penalty: 2651.982666 Iteration 26Q: 3 clusters Score -361815 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -361821.093750 Penalty: 2651.982666 Iteration 27Q: 3 clusters Score -361821.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -361829.000000 Penalty: 2651.982666 Iteration 28Q: 3 clusters Score -361829 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -361833.500000 Penalty: 2651.982666 Iteration 29Q: 3 clusters Score -361833.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -361837.218750 Penalty: 2651.982666 Iteration 30Q: 3 clusters Score -361837.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -361839.531250 Penalty: 2651.982666 Iteration 31Q: 3 clusters Score -361839.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -361840.437500 Penalty: 2651.982666 Iteration 32Q: 3 clusters Score -361840.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -361842.593750 Penalty: 2651.982666 Iteration 33Q: 3 clusters Score -361842.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -361843.625000 Penalty: 2651.982666 Iteration 34Q: 3 clusters Score -361843.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -361844.968750 Penalty: 2651.982666 Iteration 35Q: 3 clusters Score -361845 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -361847.562500 Penalty: 2651.982666 Iteration 36Q: 3 clusters Score -361847.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -361849.218750 Penalty: 2651.982666 Iteration 37Q: 3 clusters Score -361849.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -361849.625000 Penalty: 2651.982666 Iteration 38Q: 3 clusters Score -361849.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -361849.468750 Penalty: 2651.982666 Iteration 39Q: 3 clusters Score -361849.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -361850.218750 Penalty: 2651.982666 Iteration 40F: 3 clusters Score -361850.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -361850.312500 Penalty: 2651.982666 Iteration 41Q: 3 clusters Score -361850.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -361851.781250 Penalty: 2651.982666 Iteration 42Q: 3 clusters Score -361851.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -361852.625000 Penalty: 2651.982666 Iteration 43Q: 3 clusters Score -361852.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -361853.656250 Penalty: 2651.982666 Iteration 44Q: 3 clusters Score -361853.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -361854.437500 Penalty: 2651.982666 Iteration 45Q: 3 clusters Score -361854.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -361856.406250 Penalty: 2651.982666 Iteration 46Q: 3 clusters Score -361856.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -361856.937500 Penalty: 2651.982666 Iteration 47Q: 3 clusters Score -361856.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -361856.343750 Penalty: 2651.982666 Iteration 48Q: 3 clusters Score -361856.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -361856.343750 Penalty: 2651.982666 Iteration 49F: 3 clusters Score -361856.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Entering Unmasked Estep Score: -48412.519531 Penalty: 1020.259766 Iteration 0F: 2 clusters Score -48412.52 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 266 members Entering Unmasked Estep Score: -47385.222656 Penalty: 2040.519531 Iteration 0F: 3 clusters Score -47385.22 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -47640.816406 Penalty: 2040.519531 Iteration 1F: 3 clusters Score -47640.82 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -47738.160156 Penalty: 2040.519531 Iteration 2F: 3 clusters Score -47738.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -47771.015625 Penalty: 2040.519531 Iteration 3Q: 3 clusters Score -47771.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -47791.871094 Penalty: 2040.519531 Iteration 4Q: 3 clusters Score -47791.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -47803.187500 Penalty: 2040.519531 Iteration 5Q: 3 clusters Score -47803.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -47813.718750 Penalty: 2040.519531 Iteration 6Q: 3 clusters Score -47813.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -47833.570312 Penalty: 2040.519531 Iteration 7Q: 3 clusters Score -47833.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -47843.878906 Penalty: 2040.519531 Iteration 8Q: 3 clusters Score -47843.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -47847.269531 Penalty: 2040.519531 Iteration 9Q: 3 clusters Score -47847.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -47850.117188 Penalty: 2040.519531 Iteration 10Q: 3 clusters Score -47850.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -47851.000000 Penalty: 2040.519531 Iteration 11Q: 3 clusters Score -47851 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -47851.000000 Penalty: 2040.519531 Iteration 12F: 3 clusters Score -47851 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Entering Unmasked Estep Score: -104042.875000 Penalty: 1129.507446 Iteration 0F: 2 clusters Score -104042.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -102543.117188 Penalty: 2259.014893 Iteration 0F: 3 clusters Score -102543.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -102824.156250 Penalty: 2259.014893 Iteration 1F: 3 clusters Score -102824.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -102947.742188 Penalty: 2259.014893 Iteration 2F: 3 clusters Score -102947.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -103015.539062 Penalty: 2259.014893 Iteration 3F: 3 clusters Score -103015.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -103071.265625 Penalty: 2259.014893 Iteration 4Q: 3 clusters Score -103071.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -103129.679688 Penalty: 2259.014893 Iteration 5Q: 3 clusters Score -103129.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -103171.335938 Penalty: 2259.014893 Iteration 6Q: 3 clusters Score -103171.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -103217.101562 Penalty: 2259.014893 Iteration 7Q: 3 clusters Score -103217.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -103281.531250 Penalty: 2259.014893 Iteration 8Q: 3 clusters Score -103281.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -103353.382812 Penalty: 2259.014893 Iteration 9Q: 3 clusters Score -103353.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -103440.953125 Penalty: 2259.014893 Iteration 10Q: 3 clusters Score -103441 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -103537.359375 Penalty: 2259.014893 Iteration 11Q: 3 clusters Score -103537.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -103630.687500 Penalty: 2259.014893 Iteration 12Q: 3 clusters Score -103630.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -103695.781250 Penalty: 2259.014893 Iteration 13Q: 3 clusters Score -103695.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -103733.617188 Penalty: 2259.014893 Iteration 14Q: 3 clusters Score -103733.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -103755.578125 Penalty: 2259.014893 Iteration 15Q: 3 clusters Score -103755.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -103758.523438 Penalty: 2259.014893 Iteration 16Q: 3 clusters Score -103758.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -103759.695312 Penalty: 2259.014893 Iteration 17Q: 3 clusters Score -103759.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -103761.531250 Penalty: 2259.014893 Iteration 18Q: 3 clusters Score -103761.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -103763.039062 Penalty: 2259.014893 Iteration 19Q: 3 clusters Score -103763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -103763.796875 Penalty: 2259.014893 Iteration 20F: 3 clusters Score -103763.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (11246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Entering Unmasked Estep Score: -1137249.375000 Penalty: 1515.762207 Iteration 0F: 2 clusters Score -1137249 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1129209.000000 Penalty: 3031.524414 Iteration 0F: 3 clusters Score -1129209 nChanged 4979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1131755.875000 Penalty: 3031.524414 Iteration 1F: 3 clusters Score -1131756 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1132073.000000 Penalty: 3031.524414 Iteration 2F: 3 clusters Score -1132073 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1132404.875000 Penalty: 3031.524414 Iteration 3F: 3 clusters Score -1132405 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1132740.500000 Penalty: 3031.524414 Iteration 4F: 3 clusters Score -1132740 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1133065.250000 Penalty: 3031.524414 Iteration 5F: 3 clusters Score -1133065 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1133438.500000 Penalty: 3031.524414 Iteration 6F: 3 clusters Score -1133438 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1133850.000000 Penalty: 3031.524414 Iteration 7F: 3 clusters Score -1133850 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1134239.375000 Penalty: 3031.524414 Iteration 8Q: 3 clusters Score -1134239 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -1134552.500000 Penalty: 3031.524414 Iteration 9Q: 3 clusters Score -1134552 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1134834.875000 Penalty: 3031.524414 Iteration 10Q: 3 clusters Score -1134835 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1135065.625000 Penalty: 3031.524414 Iteration 11Q: 3 clusters Score -1135066 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -1135239.375000 Penalty: 3031.524414 Iteration 12Q: 3 clusters Score -1135239 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1135356.875000 Penalty: 3031.524414 Iteration 13Q: 3 clusters Score -1135357 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1135437.375000 Penalty: 3031.524414 Iteration 14Q: 3 clusters Score -1135437 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -1135511.500000 Penalty: 3031.524414 Iteration 15Q: 3 clusters Score -1135512 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1135548.625000 Penalty: 3031.524414 Iteration 16Q: 3 clusters Score -1135549 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1135572.500000 Penalty: 3031.524414 Iteration 17Q: 3 clusters Score -1135572 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1135588.125000 Penalty: 3031.524414 Iteration 18Q: 3 clusters Score -1135588 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1135604.375000 Penalty: 3031.524414 Iteration 19Q: 3 clusters Score -1135604 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1135626.250000 Penalty: 3031.524414 Iteration 20F: 3 clusters Score -1135626 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1135650.375000 Penalty: 3031.524414 Iteration 21Q: 3 clusters Score -1135650 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1135668.125000 Penalty: 3031.524414 Iteration 22Q: 3 clusters Score -1135668 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1135685.625000 Penalty: 3031.524414 Iteration 23Q: 3 clusters Score -1135686 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1135698.750000 Penalty: 3031.524414 Iteration 24Q: 3 clusters Score -1135699 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1135707.500000 Penalty: 3031.524414 Iteration 25Q: 3 clusters Score -1135708 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1135720.875000 Penalty: 3031.524414 Iteration 26Q: 3 clusters Score -1135721 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1135737.750000 Penalty: 3031.524414 Iteration 27Q: 3 clusters Score -1135738 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1135749.750000 Penalty: 3031.524414 Iteration 28Q: 3 clusters Score -1135750 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1135768.375000 Penalty: 3031.524414 Iteration 29Q: 3 clusters Score -1135768 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9994 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1135780.625000 Penalty: 3031.524414 Iteration 30Q: 3 clusters Score -1135781 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -1135789.500000 Penalty: 3031.524414 Iteration 31Q: 3 clusters Score -1135790 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1135798.500000 Penalty: 3031.524414 Iteration 32Q: 3 clusters Score -1135798 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1135806.000000 Penalty: 3031.524414 Iteration 33Q: 3 clusters Score -1135806 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1135810.250000 Penalty: 3031.524414 Iteration 34Q: 3 clusters Score -1135810 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1135821.125000 Penalty: 3031.524414 Iteration 35Q: 3 clusters Score -1135821 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1135833.750000 Penalty: 3031.524414 Iteration 36Q: 3 clusters Score -1135834 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1135841.125000 Penalty: 3031.524414 Iteration 37Q: 3 clusters Score -1135841 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1135849.000000 Penalty: 3031.524414 Iteration 38Q: 3 clusters Score -1135849 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1135861.375000 Penalty: 3031.524414 Iteration 39Q: 3 clusters Score -1135861 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1135875.125000 Penalty: 3031.524414 Iteration 40F: 3 clusters Score -1135875 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1135879.375000 Penalty: 3031.524414 Iteration 41Q: 3 clusters Score -1135879 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1135886.625000 Penalty: 3031.524414 Iteration 42Q: 3 clusters Score -1135887 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1135896.375000 Penalty: 3031.524414 Iteration 43Q: 3 clusters Score -1135896 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1135908.625000 Penalty: 3031.524414 Iteration 44Q: 3 clusters Score -1135909 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1135916.875000 Penalty: 3031.524414 Iteration 45Q: 3 clusters Score -1135917 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1135919.000000 Penalty: 3031.524414 Iteration 46Q: 3 clusters Score -1135919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1135919.000000 Penalty: 3031.524414 Iteration 47Q: 3 clusters Score -1135919 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1135926.625000 Penalty: 3031.524414 Iteration 48Q: 3 clusters Score -1135927 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1135930.500000 Penalty: 3031.524414 Iteration 49Q: 3 clusters Score -1135930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1135938.375000 Penalty: 3031.524414 Iteration 50Q: 3 clusters Score -1135938 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1135950.125000 Penalty: 3031.524414 Iteration 51Q: 3 clusters Score -1135950 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1135964.500000 Penalty: 3031.524414 Iteration 52Q: 3 clusters Score -1135964 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1135979.875000 Penalty: 3031.524414 Iteration 53Q: 3 clusters Score -1135980 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1135997.750000 Penalty: 3031.524414 Iteration 54Q: 3 clusters Score -1135998 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1136017.250000 Penalty: 3031.524414 Iteration 55Q: 3 clusters Score -1136017 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1136040.875000 Penalty: 3031.524414 Iteration 56Q: 3 clusters Score -1136041 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1136054.375000 Penalty: 3031.524414 Iteration 57Q: 3 clusters Score -1136054 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1136070.875000 Penalty: 3031.524414 Iteration 58Q: 3 clusters Score -1136071 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1136089.000000 Penalty: 3031.524414 Iteration 59Q: 3 clusters Score -1136089 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1136108.500000 Penalty: 3031.524414 Iteration 60F: 3 clusters Score -1136108 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1136126.625000 Penalty: 3031.524414 Iteration 61Q: 3 clusters Score -1136127 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1136149.500000 Penalty: 3031.524414 Iteration 62Q: 3 clusters Score -1136150 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1136179.625000 Penalty: 3031.524414 Iteration 63Q: 3 clusters Score -1136180 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1136199.875000 Penalty: 3031.524414 Iteration 64Q: 3 clusters Score -1136200 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1136211.250000 Penalty: 3031.524414 Iteration 65Q: 3 clusters Score -1136211 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1136216.375000 Penalty: 3031.524414 Iteration 66Q: 3 clusters Score -1136216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1136219.125000 Penalty: 3031.524414 Iteration 67Q: 3 clusters Score -1136219 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1136221.375000 Penalty: 3031.524414 Iteration 68Q: 3 clusters Score -1136221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1136227.250000 Penalty: 3031.524414 Iteration 69Q: 3 clusters Score -1136227 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1136229.500000 Penalty: 3031.524414 Iteration 70Q: 3 clusters Score -1136230 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1136234.375000 Penalty: 3031.524414 Iteration 71Q: 3 clusters Score -1136234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -1136233.875000 Penalty: 3031.524414 Iteration 72Q: 3 clusters Score -1136234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1136235.625000 Penalty: 3031.524414 Iteration 73Q: 3 clusters Score -1136236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1136234.500000 Penalty: 3031.524414 Iteration 74Q: 3 clusters Score -1136234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1136235.625000 Penalty: 3031.524414 Iteration 75Q: 3 clusters Score -1136236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1136235.625000 Penalty: 3031.524414 Iteration 76F: 3 clusters Score -1136236 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Entering Unmasked Estep Score: -45835.441406 Penalty: 999.819092 Iteration 0F: 2 clusters Score -45835.44 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 233 members Entering Unmasked Estep Score: -44833.429688 Penalty: 1999.638184 Iteration 0F: 3 clusters Score -44833.43 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -45383.222656 Penalty: 1999.638184 Iteration 1F: 3 clusters Score -45383.22 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -45803.781250 Penalty: 1999.638184 Iteration 2F: 3 clusters Score -45803.78 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -45993.511719 Penalty: 1999.638184 Iteration 3F: 3 clusters Score -45993.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -46058.949219 Penalty: 1999.638184 Iteration 4Q: 3 clusters Score -46058.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -46080.976562 Penalty: 1999.638184 Iteration 5Q: 3 clusters Score -46080.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -46093.621094 Penalty: 1999.638184 Iteration 6Q: 3 clusters Score -46093.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -46096.570312 Penalty: 1999.638184 Iteration 7Q: 3 clusters Score -46096.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -46096.570312 Penalty: 1999.638184 Iteration 8F: 3 clusters Score -46096.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1266 members Mstep: Class 3 contains 2287 members Mstep: Class 4 contains 355 members Mstep: Class 5 contains 562 members Mstep: Class 6 contains 10614 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 1063 members Mstep: Class 11 contains 4846 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 2038 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 533 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 11246 members Mstep: Class 22 contains 115 members Entering Unmasked Estep Score: -4136798.000000 Penalty: 27656.597656 Splitting cluster 22 changes total score from -4133413.000000 to -4136798.000000 So it's getting split into cluster 4. Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1305 members Mstep: Class 3 contains 2287 members Mstep: Class 5 contains 562 members Mstep: Class 6 contains 10614 members Mstep: Class 7 contains 380 members Mstep: Class 8 contains 1063 members Mstep: Class 11 contains 4846 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 2038 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 533 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 11246 members Mstep: Class 22 contains 115 members Entering Unmasked Estep ConsiderDeletion Score: -4137034.750000 Penalty: 27656.597656 Iteration 39Q: 17 clusters Score -4137035 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1076 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 10613 members Mstep: Class 7 contains 381 members Mstep: Class 8 contains 1067 members Mstep: Class 11 contains 4848 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 2045 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 531 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 11429 members Mstep: Class 22 contains 113 members Entering Unmasked Estep ConsiderDeletion Score: -4137471.500000 Penalty: 27656.597656 Iteration 40F: 17 clusters Score -4137472 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1050 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 493 members Mstep: Class 6 contains 10610 members Mstep: Class 7 contains 381 members Mstep: Class 8 contains 1072 members Mstep: Class 11 contains 4855 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 2027 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 541 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 11526 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138013.500000 Penalty: 27656.597656 Iteration 41Q: 17 clusters Score -4138014 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1029 members Mstep: Class 3 contains 2287 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 482 members Mstep: Class 6 contains 10609 members Mstep: Class 7 contains 382 members Mstep: Class 8 contains 1077 members Mstep: Class 11 contains 4860 members Mstep: Class 12 contains 497 members Mstep: Class 15 contains 2002 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 548 members Mstep: Class 20 contains 1051 members Mstep: Class 21 contains 11593 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138320.500000 Penalty: 27656.597656 Iteration 42Q: 17 clusters Score -4138320 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 10608 members Mstep: Class 7 contains 385 members Mstep: Class 8 contains 1080 members Mstep: Class 11 contains 4861 members Mstep: Class 12 contains 497 members Mstep: Class 15 contains 1953 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 536 members Mstep: Class 20 contains 1052 members Mstep: Class 21 contains 11661 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138515.250000 Penalty: 27656.597656 Iteration 43Q: 17 clusters Score -4138515 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1007 members Mstep: Class 3 contains 2289 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 478 members Mstep: Class 6 contains 10604 members Mstep: Class 7 contains 388 members Mstep: Class 8 contains 1091 members Mstep: Class 11 contains 4865 members Mstep: Class 12 contains 496 members Mstep: Class 15 contains 1914 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 532 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11723 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138630.250000 Penalty: 27656.597656 Iteration 44Q: 17 clusters Score -4138630 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 994 members Mstep: Class 3 contains 2289 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 469 members Mstep: Class 6 contains 10599 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1100 members Mstep: Class 11 contains 4867 members Mstep: Class 12 contains 495 members Mstep: Class 15 contains 1879 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 526 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11781 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138670.250000 Penalty: 27656.597656 Iteration 45Q: 17 clusters Score -4138670 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 982 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 464 members Mstep: Class 6 contains 10595 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 1106 members Mstep: Class 11 contains 4869 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1845 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11830 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138726.000000 Penalty: 27656.597656 Iteration 46Q: 17 clusters Score -4138726 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 974 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 460 members Mstep: Class 6 contains 10595 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1107 members Mstep: Class 11 contains 4871 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1825 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11863 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138765.500000 Penalty: 27656.597656 Iteration 47Q: 17 clusters Score -4138766 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4875 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1814 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11880 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138776.250000 Penalty: 27656.597656 Iteration 48Q: 17 clusters Score -4138776 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 963 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 456 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4876 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1803 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11897 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138783.750000 Penalty: 27656.597656 Iteration 49Q: 17 clusters Score -4138784 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 958 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 454 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4876 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1792 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1053 members Mstep: Class 21 contains 11914 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138791.000000 Penalty: 27656.597656 Iteration 50Q: 17 clusters Score -4138791 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 952 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4877 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1051 members Mstep: Class 21 contains 11926 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138796.250000 Penalty: 27656.597656 Iteration 51Q: 17 clusters Score -4138796 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 948 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 452 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4878 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1791 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11928 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138800.500000 Penalty: 27656.597656 Iteration 52Q: 17 clusters Score -4138800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 946 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 450 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4879 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1791 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11931 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138807.000000 Penalty: 27656.597656 Iteration 53Q: 17 clusters Score -4138807 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 944 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 449 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4879 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11936 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138808.750000 Penalty: 27656.597656 Iteration 54Q: 17 clusters Score -4138809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 942 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4881 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1788 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11939 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138807.500000 Penalty: 27656.597656 Iteration 55Q: 17 clusters Score -4138808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 940 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4882 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11939 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138805.750000 Penalty: 27656.597656 Iteration 56Q: 17 clusters Score -4138806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 939 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4882 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11940 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138809.250000 Penalty: 27656.597656 Iteration 57Q: 17 clusters Score -4138809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 938 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4882 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11941 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138809.000000 Penalty: 27656.597656 Iteration 58Q: 17 clusters Score -4138809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4882 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11942 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138809.750000 Penalty: 27656.597656 Iteration 59Q: 17 clusters Score -4138810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 447 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4882 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11942 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138866.750000 Penalty: 27656.597656 Iteration 60F: 17 clusters Score -4138867 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 944 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 441 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 389 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4882 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1789 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11942 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138945.250000 Penalty: 27656.597656 Iteration 61Q: 17 clusters Score -4138945 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 432 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 388 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4883 members Mstep: Class 12 contains 494 members Mstep: Class 15 contains 1786 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 526 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11943 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4138983.500000 Penalty: 27656.597656 Iteration 62Q: 17 clusters Score -4138984 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 965 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 423 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 386 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4884 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1783 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 526 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 11947 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139037.000000 Penalty: 27656.597656 Iteration 63Q: 17 clusters Score -4139037 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 965 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 421 members Mstep: Class 6 contains 10594 members Mstep: Class 7 contains 387 members Mstep: Class 8 contains 1107 members Mstep: Class 11 contains 4887 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1783 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 11949 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139058.500000 Penalty: 27656.597656 Iteration 64Q: 17 clusters Score -4139058 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 962 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 422 members Mstep: Class 6 contains 10593 members Mstep: Class 7 contains 387 members Mstep: Class 8 contains 1108 members Mstep: Class 11 contains 4889 members Mstep: Class 12 contains 493 members Mstep: Class 15 contains 1781 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 11951 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139069.000000 Penalty: 27656.597656 Iteration 65Q: 17 clusters Score -4139069 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 426 members Mstep: Class 6 contains 10592 members Mstep: Class 7 contains 386 members Mstep: Class 8 contains 1110 members Mstep: Class 11 contains 4890 members Mstep: Class 12 contains 491 members Mstep: Class 15 contains 1780 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 11955 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139086.500000 Penalty: 27656.597656 Iteration 66Q: 17 clusters Score -4139086 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 956 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 10591 members Mstep: Class 7 contains 386 members Mstep: Class 8 contains 1111 members Mstep: Class 11 contains 4890 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1778 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11958 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139092.000000 Penalty: 27656.597656 Iteration 67Q: 17 clusters Score -4139092 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 432 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 1112 members Mstep: Class 11 contains 4889 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1776 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11959 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139091.000000 Penalty: 27656.597656 Iteration 68Q: 17 clusters Score -4139091 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 956 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 433 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 1112 members Mstep: Class 11 contains 4890 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1775 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11959 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139097.000000 Penalty: 27656.597656 Iteration 69Q: 17 clusters Score -4139097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 433 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 1112 members Mstep: Class 11 contains 4891 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1775 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11959 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139097.500000 Penalty: 27656.597656 Iteration 70Q: 17 clusters Score -4139098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 956 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 433 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 1112 members Mstep: Class 11 contains 4892 members Mstep: Class 12 contains 491 members Mstep: Class 15 contains 1771 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11960 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139098.750000 Penalty: 27656.597656 Iteration 71Q: 17 clusters Score -4139099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 434 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 1112 members Mstep: Class 11 contains 4892 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1772 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11960 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139105.250000 Penalty: 27656.597656 Iteration 72Q: 17 clusters Score -4139105 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 434 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 384 members Mstep: Class 8 contains 1112 members Mstep: Class 11 contains 4892 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1772 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11960 members Mstep: Class 22 contains 114 members Entering Unmasked Estep ConsiderDeletion Score: -4139105.250000 Penalty: 27656.597656 Iteration 73F: 17 clusters Score -4139105 nChanged 0 Entering ConstructFrom: Score: -4139105.250000 Penalty: 27656.597656 Entering ConstructFrom: Trying to split cluster 1 (1229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Entering Unmasked Estep Score: -125416.187500 Penalty: 1156.017822 Iteration 0F: 2 clusters Score -125416.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -123803.820312 Penalty: 2312.035645 Iteration 0F: 3 clusters Score -123803.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -124134.382812 Penalty: 2312.035645 Iteration 1F: 3 clusters Score -124134.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -124237.335938 Penalty: 2312.035645 Iteration 2F: 3 clusters Score -124237.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -124293.562500 Penalty: 2312.035645 Iteration 3F: 3 clusters Score -124293.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -124325.375000 Penalty: 2312.035645 Iteration 4Q: 3 clusters Score -124325.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -124347.609375 Penalty: 2312.035645 Iteration 5Q: 3 clusters Score -124347.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -124362.570312 Penalty: 2312.035645 Iteration 6Q: 3 clusters Score -124362.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -124376.085938 Penalty: 2312.035645 Iteration 7Q: 3 clusters Score -124376.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -124387.390625 Penalty: 2312.035645 Iteration 8Q: 3 clusters Score -124387.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -124394.195312 Penalty: 2312.035645 Iteration 9Q: 3 clusters Score -124394.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -124396.312500 Penalty: 2312.035645 Iteration 10Q: 3 clusters Score -124396.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -124399.773438 Penalty: 2312.035645 Iteration 11Q: 3 clusters Score -124399.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124402.296875 Penalty: 2312.035645 Iteration 12Q: 3 clusters Score -124402.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124405.492188 Penalty: 2312.035645 Iteration 13Q: 3 clusters Score -124405.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124409.132812 Penalty: 2312.035645 Iteration 14Q: 3 clusters Score -124409.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124412.703125 Penalty: 2312.035645 Iteration 15Q: 3 clusters Score -124412.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -124416.953125 Penalty: 2312.035645 Iteration 16Q: 3 clusters Score -124417 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -124418.187500 Penalty: 2312.035645 Iteration 17Q: 3 clusters Score -124418.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -124419.296875 Penalty: 2312.035645 Iteration 18Q: 3 clusters Score -124419.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -124420.226562 Penalty: 2312.035645 Iteration 19Q: 3 clusters Score -124420.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124422.773438 Penalty: 2312.035645 Iteration 20F: 3 clusters Score -124422.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124425.046875 Penalty: 2312.035645 Iteration 21Q: 3 clusters Score -124425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -124426.492188 Penalty: 2312.035645 Iteration 22Q: 3 clusters Score -124426.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -124428.062500 Penalty: 2312.035645 Iteration 23Q: 3 clusters Score -124428.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -124429.171875 Penalty: 2312.035645 Iteration 24Q: 3 clusters Score -124429.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -124429.171875 Penalty: 2312.035645 Iteration 25F: 3 clusters Score -124429.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -89909.992188 Penalty: 1115.028076 Iteration 0F: 2 clusters Score -89909.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -88448.304688 Penalty: 2230.056152 Iteration 0F: 3 clusters Score -88448.3 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -88696.890625 Penalty: 2230.056152 Iteration 1F: 3 clusters Score -88696.89 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -88798.375000 Penalty: 2230.056152 Iteration 2F: 3 clusters Score -88798.38 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -88846.335938 Penalty: 2230.056152 Iteration 3Q: 3 clusters Score -88846.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -88871.664062 Penalty: 2230.056152 Iteration 4Q: 3 clusters Score -88871.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -88888.054688 Penalty: 2230.056152 Iteration 5Q: 3 clusters Score -88888.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -88892.679688 Penalty: 2230.056152 Iteration 6Q: 3 clusters Score -88892.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -88899.437500 Penalty: 2230.056152 Iteration 7Q: 3 clusters Score -88899.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -88902.015625 Penalty: 2230.056152 Iteration 8Q: 3 clusters Score -88902.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -88902.460938 Penalty: 2230.056152 Iteration 9Q: 3 clusters Score -88902.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -88904.906250 Penalty: 2230.056152 Iteration 10Q: 3 clusters Score -88904.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -88909.890625 Penalty: 2230.056152 Iteration 11Q: 3 clusters Score -88909.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -88914.617188 Penalty: 2230.056152 Iteration 12Q: 3 clusters Score -88914.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -88918.304688 Penalty: 2230.056152 Iteration 13Q: 3 clusters Score -88918.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -88924.773438 Penalty: 2230.056152 Iteration 14Q: 3 clusters Score -88924.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -88928.507812 Penalty: 2230.056152 Iteration 15Q: 3 clusters Score -88928.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -88929.867188 Penalty: 2230.056152 Iteration 16Q: 3 clusters Score -88929.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -88930.859375 Penalty: 2230.056152 Iteration 17Q: 3 clusters Score -88930.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -88931.265625 Penalty: 2230.056152 Iteration 18Q: 3 clusters Score -88931.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -88931.648438 Penalty: 2230.056152 Iteration 19Q: 3 clusters Score -88931.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -88931.648438 Penalty: 2230.056152 Iteration 20F: 3 clusters Score -88931.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Entering Unmasked Estep Score: -238232.187500 Penalty: 1257.007935 Iteration 0F: 2 clusters Score -238232.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -235980.921875 Penalty: 2514.015869 Iteration 0F: 3 clusters Score -235980.9 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -236529.718750 Penalty: 2514.015869 Iteration 1F: 3 clusters Score -236529.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -236656.125000 Penalty: 2514.015869 Iteration 2F: 3 clusters Score -236656.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -236717.093750 Penalty: 2514.015869 Iteration 3Q: 3 clusters Score -236717.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -236774.171875 Penalty: 2514.015869 Iteration 4Q: 3 clusters Score -236774.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -236831.578125 Penalty: 2514.015869 Iteration 5Q: 3 clusters Score -236831.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -236893.640625 Penalty: 2514.015869 Iteration 6Q: 3 clusters Score -236893.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -236937.968750 Penalty: 2514.015869 Iteration 7Q: 3 clusters Score -236938 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -236991.453125 Penalty: 2514.015869 Iteration 8Q: 3 clusters Score -236991.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -237027.437500 Penalty: 2514.015869 Iteration 9Q: 3 clusters Score -237027.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -237068.875000 Penalty: 2514.015869 Iteration 10Q: 3 clusters Score -237068.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -237113.968750 Penalty: 2514.015869 Iteration 11Q: 3 clusters Score -237114 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -237169.109375 Penalty: 2514.015869 Iteration 12Q: 3 clusters Score -237169.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -237223.093750 Penalty: 2514.015869 Iteration 13Q: 3 clusters Score -237223.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -237276.812500 Penalty: 2514.015869 Iteration 14Q: 3 clusters Score -237276.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -237324.250000 Penalty: 2514.015869 Iteration 15Q: 3 clusters Score -237324.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -237377.578125 Penalty: 2514.015869 Iteration 16Q: 3 clusters Score -237377.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -237428.453125 Penalty: 2514.015869 Iteration 17Q: 3 clusters Score -237428.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -237467.625000 Penalty: 2514.015869 Iteration 18Q: 3 clusters Score -237467.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -237489.609375 Penalty: 2514.015869 Iteration 19Q: 3 clusters Score -237489.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -237503.187500 Penalty: 2514.015869 Iteration 20F: 3 clusters Score -237503.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -237514.625000 Penalty: 2514.015869 Iteration 21Q: 3 clusters Score -237514.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -237524.671875 Penalty: 2514.015869 Iteration 22Q: 3 clusters Score -237524.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -237533.265625 Penalty: 2514.015869 Iteration 23Q: 3 clusters Score -237533.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -237541.375000 Penalty: 2514.015869 Iteration 24Q: 3 clusters Score -237541.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -237557.015625 Penalty: 2514.015869 Iteration 25Q: 3 clusters Score -237557 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -237589.000000 Penalty: 2514.015869 Iteration 26Q: 3 clusters Score -237589 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -237614.640625 Penalty: 2514.015869 Iteration 27Q: 3 clusters Score -237614.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -237636.921875 Penalty: 2514.015869 Iteration 28Q: 3 clusters Score -237636.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -237655.343750 Penalty: 2514.015869 Iteration 29Q: 3 clusters Score -237655.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -237666.500000 Penalty: 2514.015869 Iteration 30Q: 3 clusters Score -237666.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -237675.343750 Penalty: 2514.015869 Iteration 31Q: 3 clusters Score -237675.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -237683.984375 Penalty: 2514.015869 Iteration 32Q: 3 clusters Score -237684 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -237691.296875 Penalty: 2514.015869 Iteration 33Q: 3 clusters Score -237691.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -237694.859375 Penalty: 2514.015869 Iteration 34Q: 3 clusters Score -237694.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -237695.515625 Penalty: 2514.015869 Iteration 35Q: 3 clusters Score -237695.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -237695.515625 Penalty: 2514.015869 Iteration 36F: 3 clusters Score -237695.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Entering Unmasked Estep Score: -35735.238281 Penalty: 953.760742 Iteration 0F: 2 clusters Score -35735.24 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 182 members Entering Unmasked Estep Score: -34798.925781 Penalty: 1907.521484 Iteration 0F: 3 clusters Score -34798.93 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -34939.414062 Penalty: 1907.521484 Iteration 1F: 3 clusters Score -34939.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -34984.710938 Penalty: 1907.521484 Iteration 2F: 3 clusters Score -34984.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -35005.246094 Penalty: 1907.521484 Iteration 3Q: 3 clusters Score -35005.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -35015.347656 Penalty: 1907.521484 Iteration 4Q: 3 clusters Score -35015.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -35016.242188 Penalty: 1907.521484 Iteration 5Q: 3 clusters Score -35016.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -35016.242188 Penalty: 1907.521484 Iteration 6F: 3 clusters Score -35016.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -36665.464844 Penalty: 986.869751 Iteration 0F: 2 clusters Score -36665.46 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 207 members Entering Unmasked Estep Score: -35743.187500 Penalty: 1973.739502 Iteration 0F: 3 clusters Score -35743.19 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -35981.496094 Penalty: 1973.739502 Iteration 1F: 3 clusters Score -35981.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -36048.750000 Penalty: 1973.739502 Iteration 2F: 3 clusters Score -36048.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -36101.015625 Penalty: 1973.739502 Iteration 3Q: 3 clusters Score -36101.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -36114.281250 Penalty: 1973.739502 Iteration 4Q: 3 clusters Score -36114.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -36121.976562 Penalty: 1973.739502 Iteration 5Q: 3 clusters Score -36121.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -36127.316406 Penalty: 1973.739502 Iteration 6Q: 3 clusters Score -36127.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -36131.230469 Penalty: 1973.739502 Iteration 7Q: 3 clusters Score -36131.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -36134.894531 Penalty: 1973.739502 Iteration 8Q: 3 clusters Score -36134.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -36136.789062 Penalty: 1973.739502 Iteration 9Q: 3 clusters Score -36136.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -36139.019531 Penalty: 1973.739502 Iteration 10F: 3 clusters Score -36139.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -36155.621094 Penalty: 1973.739502 Iteration 11Q: 3 clusters Score -36155.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -36164.441406 Penalty: 1973.739502 Iteration 12Q: 3 clusters Score -36164.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -36175.296875 Penalty: 1973.739502 Iteration 13Q: 3 clusters Score -36175.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -36180.097656 Penalty: 1973.739502 Iteration 14Q: 3 clusters Score -36180.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -36180.097656 Penalty: 1973.739502 Iteration 15F: 3 clusters Score -36180.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Entering Unmasked Estep Score: -1117495.250000 Penalty: 1505.995728 Iteration 0F: 2 clusters Score -1117495 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -1109950.625000 Penalty: 3011.991455 Iteration 0F: 3 clusters Score -1109951 nChanged 4624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1112458.750000 Penalty: 3011.991455 Iteration 1F: 3 clusters Score -1112459 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -1112763.375000 Penalty: 3011.991455 Iteration 2F: 3 clusters Score -1112763 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -1113027.250000 Penalty: 3011.991455 Iteration 3F: 3 clusters Score -1113027 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1113256.500000 Penalty: 3011.991455 Iteration 4Q: 3 clusters Score -1113256 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1113436.125000 Penalty: 3011.991455 Iteration 5Q: 3 clusters Score -1113436 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1113583.625000 Penalty: 3011.991455 Iteration 6Q: 3 clusters Score -1113584 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1113745.250000 Penalty: 3011.991455 Iteration 7Q: 3 clusters Score -1113745 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1113915.500000 Penalty: 3011.991455 Iteration 8Q: 3 clusters Score -1113916 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1114109.375000 Penalty: 3011.991455 Iteration 9Q: 3 clusters Score -1114109 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1114295.375000 Penalty: 3011.991455 Iteration 10Q: 3 clusters Score -1114295 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1114485.125000 Penalty: 3011.991455 Iteration 11Q: 3 clusters Score -1114485 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1114694.250000 Penalty: 3011.991455 Iteration 12Q: 3 clusters Score -1114694 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1114879.125000 Penalty: 3011.991455 Iteration 13Q: 3 clusters Score -1114879 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1115039.000000 Penalty: 3011.991455 Iteration 14Q: 3 clusters Score -1115039 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -1115186.000000 Penalty: 3011.991455 Iteration 15Q: 3 clusters Score -1115186 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1115295.500000 Penalty: 3011.991455 Iteration 16Q: 3 clusters Score -1115296 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1115375.625000 Penalty: 3011.991455 Iteration 17Q: 3 clusters Score -1115376 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1115453.125000 Penalty: 3011.991455 Iteration 18Q: 3 clusters Score -1115453 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1115510.750000 Penalty: 3011.991455 Iteration 19Q: 3 clusters Score -1115511 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1115553.500000 Penalty: 3011.991455 Iteration 20F: 3 clusters Score -1115554 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1115595.500000 Penalty: 3011.991455 Iteration 21Q: 3 clusters Score -1115596 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1115627.625000 Penalty: 3011.991455 Iteration 22Q: 3 clusters Score -1115628 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1115653.750000 Penalty: 3011.991455 Iteration 23Q: 3 clusters Score -1115654 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1115678.250000 Penalty: 3011.991455 Iteration 24Q: 3 clusters Score -1115678 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1115690.500000 Penalty: 3011.991455 Iteration 25Q: 3 clusters Score -1115690 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1115698.625000 Penalty: 3011.991455 Iteration 26Q: 3 clusters Score -1115699 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1115709.000000 Penalty: 3011.991455 Iteration 27Q: 3 clusters Score -1115709 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1115716.125000 Penalty: 3011.991455 Iteration 28Q: 3 clusters Score -1115716 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -1115725.375000 Penalty: 3011.991455 Iteration 29Q: 3 clusters Score -1115725 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1115733.750000 Penalty: 3011.991455 Iteration 30Q: 3 clusters Score -1115734 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1115742.750000 Penalty: 3011.991455 Iteration 31Q: 3 clusters Score -1115743 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1115750.000000 Penalty: 3011.991455 Iteration 32Q: 3 clusters Score -1115750 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1115761.500000 Penalty: 3011.991455 Iteration 33Q: 3 clusters Score -1115762 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1115773.750000 Penalty: 3011.991455 Iteration 34Q: 3 clusters Score -1115774 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -1115779.125000 Penalty: 3011.991455 Iteration 35Q: 3 clusters Score -1115779 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1115788.250000 Penalty: 3011.991455 Iteration 36Q: 3 clusters Score -1115788 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1115795.625000 Penalty: 3011.991455 Iteration 37Q: 3 clusters Score -1115796 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -1115801.750000 Penalty: 3011.991455 Iteration 38Q: 3 clusters Score -1115802 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1115810.500000 Penalty: 3011.991455 Iteration 39Q: 3 clusters Score -1115810 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1115821.375000 Penalty: 3011.991455 Iteration 40F: 3 clusters Score -1115821 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1115830.500000 Penalty: 3011.991455 Iteration 41Q: 3 clusters Score -1115830 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1115836.125000 Penalty: 3011.991455 Iteration 42Q: 3 clusters Score -1115836 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1115846.125000 Penalty: 3011.991455 Iteration 43Q: 3 clusters Score -1115846 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1115859.000000 Penalty: 3011.991455 Iteration 44Q: 3 clusters Score -1115859 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -1115859.875000 Penalty: 3011.991455 Iteration 45Q: 3 clusters Score -1115860 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1115866.250000 Penalty: 3011.991455 Iteration 46Q: 3 clusters Score -1115866 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1115876.125000 Penalty: 3011.991455 Iteration 47Q: 3 clusters Score -1115876 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1115891.875000 Penalty: 3011.991455 Iteration 48Q: 3 clusters Score -1115892 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1115895.875000 Penalty: 3011.991455 Iteration 49Q: 3 clusters Score -1115896 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1115901.375000 Penalty: 3011.991455 Iteration 50Q: 3 clusters Score -1115901 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1115914.250000 Penalty: 3011.991455 Iteration 51Q: 3 clusters Score -1115914 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1115917.250000 Penalty: 3011.991455 Iteration 52Q: 3 clusters Score -1115917 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1115925.625000 Penalty: 3011.991455 Iteration 53Q: 3 clusters Score -1115926 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1115932.750000 Penalty: 3011.991455 Iteration 54Q: 3 clusters Score -1115933 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1115938.375000 Penalty: 3011.991455 Iteration 55Q: 3 clusters Score -1115938 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1115942.750000 Penalty: 3011.991455 Iteration 56Q: 3 clusters Score -1115943 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1115946.250000 Penalty: 3011.991455 Iteration 57Q: 3 clusters Score -1115946 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1115950.000000 Penalty: 3011.991455 Iteration 58Q: 3 clusters Score -1115950 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1115950.875000 Penalty: 3011.991455 Iteration 59Q: 3 clusters Score -1115951 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1115956.000000 Penalty: 3011.991455 Iteration 60F: 3 clusters Score -1115956 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -1115962.500000 Penalty: 3011.991455 Iteration 61Q: 3 clusters Score -1115962 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1115967.625000 Penalty: 3011.991455 Iteration 62Q: 3 clusters Score -1115968 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -1115971.250000 Penalty: 3011.991455 Iteration 63Q: 3 clusters Score -1115971 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1115975.375000 Penalty: 3011.991455 Iteration 64Q: 3 clusters Score -1115975 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1115978.625000 Penalty: 3011.991455 Iteration 65Q: 3 clusters Score -1115979 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1115982.375000 Penalty: 3011.991455 Iteration 66Q: 3 clusters Score -1115982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1115987.875000 Penalty: 3011.991455 Iteration 67Q: 3 clusters Score -1115988 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1115993.875000 Penalty: 3011.991455 Iteration 68Q: 3 clusters Score -1115994 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1115997.125000 Penalty: 3011.991455 Iteration 69Q: 3 clusters Score -1115997 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1116003.625000 Penalty: 3011.991455 Iteration 70Q: 3 clusters Score -1116004 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1116009.500000 Penalty: 3011.991455 Iteration 71Q: 3 clusters Score -1116010 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1116013.375000 Penalty: 3011.991455 Iteration 72Q: 3 clusters Score -1116013 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1116020.125000 Penalty: 3011.991455 Iteration 73Q: 3 clusters Score -1116020 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1116029.125000 Penalty: 3011.991455 Iteration 74Q: 3 clusters Score -1116029 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1116039.250000 Penalty: 3011.991455 Iteration 75Q: 3 clusters Score -1116039 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1116044.500000 Penalty: 3011.991455 Iteration 76Q: 3 clusters Score -1116044 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8748 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1116054.625000 Penalty: 3011.991455 Iteration 77Q: 3 clusters Score -1116055 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -1116060.750000 Penalty: 3011.991455 Iteration 78Q: 3 clusters Score -1116061 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1116063.625000 Penalty: 3011.991455 Iteration 79Q: 3 clusters Score -1116064 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1116073.625000 Penalty: 3011.991455 Iteration 80F: 3 clusters Score -1116074 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1116078.875000 Penalty: 3011.991455 Iteration 81Q: 3 clusters Score -1116079 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1116109.625000 Penalty: 3011.991455 Iteration 90Q: 3 clusters Score -1116110 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -1116113.250000 Penalty: 3011.991455 Iteration 91Q: 3 clusters Score -1116113 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1116113.625000 Penalty: 3011.991455 Iteration 92Q: 3 clusters Score -1116114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -1116120.625000 Penalty: 3011.991455 Iteration 93Q: 3 clusters Score -1116121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1116125.750000 Penalty: 3011.991455 Iteration 94Q: 3 clusters Score -1116126 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1116131.500000 Penalty: 3011.991455 Iteration 95Q: 3 clusters Score -1116132 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1116139.250000 Penalty: 3011.991455 Iteration 96Q: 3 clusters Score -1116139 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1116151.125000 Penalty: 3011.991455 Iteration 97Q: 3 clusters Score -1116151 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1116161.625000 Penalty: 3011.991455 Iteration 98Q: 3 clusters Score -1116162 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1116171.375000 Penalty: 3011.991455 Iteration 99Q: 3 clusters Score -1116171 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1116178.125000 Penalty: 3011.991455 Iteration 100F: 3 clusters Score -1116178 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1116182.750000 Penalty: 3011.991455 Iteration 101Q: 3 clusters Score -1116183 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1116187.125000 Penalty: 3011.991455 Iteration 102Q: 3 clusters Score -1116187 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1116188.000000 Penalty: 3011.991455 Iteration 103Q: 3 clusters Score -1116188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1116192.000000 Penalty: 3011.991455 Iteration 104Q: 3 clusters Score -1116192 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1116192.875000 Penalty: 3011.991455 Iteration 105Q: 3 clusters Score -1116193 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1116193.625000 Penalty: 3011.991455 Iteration 106Q: 3 clusters Score -1116194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1116197.750000 Penalty: 3011.991455 Iteration 107Q: 3 clusters Score -1116198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1116198.750000 Penalty: 3011.991455 Iteration 108Q: 3 clusters Score -1116199 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1116199.500000 Penalty: 3011.991455 Iteration 109Q: 3 clusters Score -1116200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1116199.500000 Penalty: 3011.991455 Iteration 110Q: 3 clusters Score -1116200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1116198.375000 Penalty: 3011.991455 Iteration 111Q: 3 clusters Score -1116198 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1116200.750000 Penalty: 3011.991455 Iteration 112Q: 3 clusters Score -1116201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1116200.750000 Penalty: 3011.991455 Iteration 113Q: 3 clusters Score -1116201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1116206.250000 Penalty: 3011.991455 Iteration 114Q: 3 clusters Score -1116206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1116208.000000 Penalty: 3011.991455 Iteration 115Q: 3 clusters Score -1116208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1116211.250000 Penalty: 3011.991455 Iteration 116Q: 3 clusters Score -1116211 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1116214.500000 Penalty: 3011.991455 Iteration 117Q: 3 clusters Score -1116214 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1116221.875000 Penalty: 3011.991455 Iteration 118Q: 3 clusters Score -1116222 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1116227.000000 Penalty: 3011.991455 Iteration 119Q: 3 clusters Score -1116227 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1116238.000000 Penalty: 3011.991455 Iteration 120F: 3 clusters Score -1116238 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1116247.125000 Penalty: 3011.991455 Iteration 121Q: 3 clusters Score -1116247 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1116260.500000 Penalty: 3011.991455 Iteration 122Q: 3 clusters Score -1116260 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1116271.750000 Penalty: 3011.991455 Iteration 123Q: 3 clusters Score -1116272 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1116279.500000 Penalty: 3011.991455 Iteration 124Q: 3 clusters Score -1116280 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1116289.000000 Penalty: 3011.991455 Iteration 125Q: 3 clusters Score -1116289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1116294.250000 Penalty: 3011.991455 Iteration 126Q: 3 clusters Score -1116294 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1116302.500000 Penalty: 3011.991455 Iteration 127Q: 3 clusters Score -1116302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -1116306.625000 Penalty: 3011.991455 Iteration 128Q: 3 clusters Score -1116307 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1116316.375000 Penalty: 3011.991455 Iteration 129Q: 3 clusters Score -1116316 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1116323.500000 Penalty: 3011.991455 Iteration 130Q: 3 clusters Score -1116324 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1116329.625000 Penalty: 3011.991455 Iteration 131Q: 3 clusters Score -1116330 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1116334.750000 Penalty: 3011.991455 Iteration 132Q: 3 clusters Score -1116335 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1116335.750000 Penalty: 3011.991455 Iteration 133Q: 3 clusters Score -1116336 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1116337.750000 Penalty: 3011.991455 Iteration 134Q: 3 clusters Score -1116338 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1116342.375000 Penalty: 3011.991455 Iteration 135Q: 3 clusters Score -1116342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1116345.000000 Penalty: 3011.991455 Iteration 136Q: 3 clusters Score -1116345 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1116347.500000 Penalty: 3011.991455 Iteration 137Q: 3 clusters Score -1116348 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1116351.000000 Penalty: 3011.991455 Iteration 138Q: 3 clusters Score -1116351 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1116353.375000 Penalty: 3011.991455 Iteration 139Q: 3 clusters Score -1116353 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1116360.375000 Penalty: 3011.991455 Iteration 140F: 3 clusters Score -1116360 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1116360.875000 Penalty: 3011.991455 Iteration 141Q: 3 clusters Score -1116361 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1116367.125000 Penalty: 3011.991455 Iteration 142Q: 3 clusters Score -1116367 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1116374.750000 Penalty: 3011.991455 Iteration 143Q: 3 clusters Score -1116375 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1116379.500000 Penalty: 3011.991455 Iteration 144Q: 3 clusters Score -1116380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1116380.375000 Penalty: 3011.991455 Iteration 145Q: 3 clusters Score -1116380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1116382.875000 Penalty: 3011.991455 Iteration 146Q: 3 clusters Score -1116383 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1116384.500000 Penalty: 3011.991455 Iteration 147Q: 3 clusters Score -1116384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1116385.750000 Penalty: 3011.991455 Iteration 148Q: 3 clusters Score -1116386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1116387.625000 Penalty: 3011.991455 Iteration 149Q: 3 clusters Score -1116388 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1116391.125000 Penalty: 3011.991455 Iteration 150Q: 3 clusters Score -1116391 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1116390.750000 Penalty: 3011.991455 Iteration 151Q: 3 clusters Score -1116391 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1116391.375000 Penalty: 3011.991455 Iteration 152Q: 3 clusters Score -1116391 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1116393.125000 Penalty: 3011.991455 Iteration 153Q: 3 clusters Score -1116393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -1116392.750000 Penalty: 3011.991455 Iteration 154Q: 3 clusters Score -1116393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1116394.000000 Penalty: 3011.991455 Iteration 155Q: 3 clusters Score -1116394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1116395.375000 Penalty: 3011.991455 Iteration 156Q: 3 clusters Score -1116395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1116395.375000 Penalty: 3011.991455 Iteration 157F: 3 clusters Score -1116395 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (384 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Entering Unmasked Estep Score: -35662.906250 Penalty: 966.979431 Iteration 0F: 2 clusters Score -35662.91 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 182 members Entering Unmasked Estep Score: -34735.554688 Penalty: 1933.958862 Iteration 0F: 3 clusters Score -34735.55 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34866.988281 Penalty: 1933.958862 Iteration 1F: 3 clusters Score -34866.99 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34908.000000 Penalty: 1933.958862 Iteration 2F: 3 clusters Score -34908 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -34931.296875 Penalty: 1933.958862 Iteration 3Q: 3 clusters Score -34931.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -34969.671875 Penalty: 1933.958862 Iteration 4Q: 3 clusters Score -34969.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -35020.500000 Penalty: 1933.958862 Iteration 5Q: 3 clusters Score -35020.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -35113.816406 Penalty: 1933.958862 Iteration 6F: 3 clusters Score -35113.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -35194.089844 Penalty: 1933.958862 Iteration 7F: 3 clusters Score -35194.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -35265.472656 Penalty: 1933.958862 Iteration 8F: 3 clusters Score -35265.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35330.894531 Penalty: 1933.958862 Iteration 9Q: 3 clusters Score -35330.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -35388.039062 Penalty: 1933.958862 Iteration 10Q: 3 clusters Score -35388.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -35457.335938 Penalty: 1933.958862 Iteration 11Q: 3 clusters Score -35457.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -35568.835938 Penalty: 1933.958862 Iteration 12Q: 3 clusters Score -35568.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -35687.289062 Penalty: 1933.958862 Iteration 13Q: 3 clusters Score -35687.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -35754.832031 Penalty: 1933.958862 Iteration 14Q: 3 clusters Score -35754.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -35790.855469 Penalty: 1933.958862 Iteration 15Q: 3 clusters Score -35790.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -35835.050781 Penalty: 1933.958862 Iteration 16Q: 3 clusters Score -35835.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -35842.472656 Penalty: 1933.958862 Iteration 17F: 3 clusters Score -35842.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -35868.535156 Penalty: 1933.958862 Iteration 18Q: 3 clusters Score -35868.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -35874.914062 Penalty: 1933.958862 Iteration 19Q: 3 clusters Score -35874.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -35874.914062 Penalty: 1933.958862 Iteration 20F: 3 clusters Score -35874.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 354 members Mstep: Class 5 contains 434 members Mstep: Class 6 contains 10590 members Mstep: Class 7 contains 127 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 257 members Mstep: Class 11 contains 4892 members Mstep: Class 12 contains 490 members Mstep: Class 15 contains 1772 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 11960 members Mstep: Class 22 contains 114 members Entering Unmasked Estep Score: -4138554.250000 Penalty: 29385.134766 Splitting cluster 7 changes total score from -4139105.250000 to -4138554.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Entering Unmasked Estep Score: -108977.914062 Penalty: 1139.761230 Iteration 0F: 2 clusters Score -108977.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -107431.554688 Penalty: 2279.522461 Iteration 0F: 3 clusters Score -107431.6 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -107691.976562 Penalty: 2279.522461 Iteration 1F: 3 clusters Score -107692 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -107786.328125 Penalty: 2279.522461 Iteration 2F: 3 clusters Score -107786.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -107825.367188 Penalty: 2279.522461 Iteration 3Q: 3 clusters Score -107825.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -107851.312500 Penalty: 2279.522461 Iteration 4Q: 3 clusters Score -107851.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -107870.593750 Penalty: 2279.522461 Iteration 5Q: 3 clusters Score -107870.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -107881.390625 Penalty: 2279.522461 Iteration 6Q: 3 clusters Score -107881.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -107888.421875 Penalty: 2279.522461 Iteration 7Q: 3 clusters Score -107888.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -107891.742188 Penalty: 2279.522461 Iteration 8Q: 3 clusters Score -107891.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -107896.570312 Penalty: 2279.522461 Iteration 9Q: 3 clusters Score -107896.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -107900.179688 Penalty: 2279.522461 Iteration 10Q: 3 clusters Score -107900.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -107904.281250 Penalty: 2279.522461 Iteration 11Q: 3 clusters Score -107904.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -107912.226562 Penalty: 2279.522461 Iteration 12Q: 3 clusters Score -107912.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -107923.554688 Penalty: 2279.522461 Iteration 13Q: 3 clusters Score -107923.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -107929.718750 Penalty: 2279.522461 Iteration 14Q: 3 clusters Score -107929.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -107934.351562 Penalty: 2279.522461 Iteration 15Q: 3 clusters Score -107934.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -107936.523438 Penalty: 2279.522461 Iteration 16Q: 3 clusters Score -107936.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -107939.984375 Penalty: 2279.522461 Iteration 17Q: 3 clusters Score -107940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -107945.945312 Penalty: 2279.522461 Iteration 18Q: 3 clusters Score -107945.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -107952.375000 Penalty: 2279.522461 Iteration 19Q: 3 clusters Score -107952.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -107957.500000 Penalty: 2279.522461 Iteration 20F: 3 clusters Score -107957.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -107965.593750 Penalty: 2279.522461 Iteration 21Q: 3 clusters Score -107965.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -107974.046875 Penalty: 2279.522461 Iteration 22Q: 3 clusters Score -107974 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -107981.539062 Penalty: 2279.522461 Iteration 23Q: 3 clusters Score -107981.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -107985.468750 Penalty: 2279.522461 Iteration 24Q: 3 clusters Score -107985.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -107992.335938 Penalty: 2279.522461 Iteration 25Q: 3 clusters Score -107992.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -108001.335938 Penalty: 2279.522461 Iteration 26Q: 3 clusters Score -108001.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -108006.414062 Penalty: 2279.522461 Iteration 27Q: 3 clusters Score -108006.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -108008.890625 Penalty: 2279.522461 Iteration 28Q: 3 clusters Score -108008.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -108011.007812 Penalty: 2279.522461 Iteration 29Q: 3 clusters Score -108011 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -108013.476562 Penalty: 2279.522461 Iteration 30Q: 3 clusters Score -108013.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -108015.156250 Penalty: 2279.522461 Iteration 31Q: 3 clusters Score -108015.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -108016.484375 Penalty: 2279.522461 Iteration 32Q: 3 clusters Score -108016.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -108019.062500 Penalty: 2279.522461 Iteration 33Q: 3 clusters Score -108019.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -108022.117188 Penalty: 2279.522461 Iteration 34Q: 3 clusters Score -108022.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -108026.796875 Penalty: 2279.522461 Iteration 35Q: 3 clusters Score -108026.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -108029.429688 Penalty: 2279.522461 Iteration 36Q: 3 clusters Score -108029.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -108031.898438 Penalty: 2279.522461 Iteration 37Q: 3 clusters Score -108031.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -108035.421875 Penalty: 2279.522461 Iteration 38Q: 3 clusters Score -108035.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -108036.750000 Penalty: 2279.522461 Iteration 39Q: 3 clusters Score -108036.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -108043.000000 Penalty: 2279.522461 Iteration 40F: 3 clusters Score -108043 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -108049.898438 Penalty: 2279.522461 Iteration 41Q: 3 clusters Score -108049.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -108058.609375 Penalty: 2279.522461 Iteration 42Q: 3 clusters Score -108058.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -108070.148438 Penalty: 2279.522461 Iteration 43Q: 3 clusters Score -108070.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -108076.765625 Penalty: 2279.522461 Iteration 44Q: 3 clusters Score -108076.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -108084.914062 Penalty: 2279.522461 Iteration 45Q: 3 clusters Score -108084.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -108092.429688 Penalty: 2279.522461 Iteration 46Q: 3 clusters Score -108092.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -108097.578125 Penalty: 2279.522461 Iteration 47Q: 3 clusters Score -108097.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -108099.460938 Penalty: 2279.522461 Iteration 48Q: 3 clusters Score -108099.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -108102.742188 Penalty: 2279.522461 Iteration 49Q: 3 clusters Score -108102.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -108106.929688 Penalty: 2279.522461 Iteration 50Q: 3 clusters Score -108106.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -108112.710938 Penalty: 2279.522461 Iteration 51Q: 3 clusters Score -108112.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -108128.414062 Penalty: 2279.522461 Iteration 52Q: 3 clusters Score -108128.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -108141.195312 Penalty: 2279.522461 Iteration 53Q: 3 clusters Score -108141.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -108158.695312 Penalty: 2279.522461 Iteration 54Q: 3 clusters Score -108158.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -108180.210938 Penalty: 2279.522461 Iteration 55Q: 3 clusters Score -108180.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -108202.289062 Penalty: 2279.522461 Iteration 56Q: 3 clusters Score -108202.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -108217.609375 Penalty: 2279.522461 Iteration 57Q: 3 clusters Score -108217.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -108227.968750 Penalty: 2279.522461 Iteration 58Q: 3 clusters Score -108228 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -108238.539062 Penalty: 2279.522461 Iteration 59Q: 3 clusters Score -108238.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -108257.765625 Penalty: 2279.522461 Iteration 60F: 3 clusters Score -108257.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -108267.445312 Penalty: 2279.522461 Iteration 61Q: 3 clusters Score -108267.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -108270.023438 Penalty: 2279.522461 Iteration 62Q: 3 clusters Score -108270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -108271.554688 Penalty: 2279.522461 Iteration 63Q: 3 clusters Score -108271.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -108274.507812 Penalty: 2279.522461 Iteration 64Q: 3 clusters Score -108274.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -108278.914062 Penalty: 2279.522461 Iteration 65Q: 3 clusters Score -108278.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -108285.507812 Penalty: 2279.522461 Iteration 66Q: 3 clusters Score -108285.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -108300.320312 Penalty: 2279.522461 Iteration 67Q: 3 clusters Score -108300.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -108310.562500 Penalty: 2279.522461 Iteration 68Q: 3 clusters Score -108310.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -108315.601562 Penalty: 2279.522461 Iteration 69Q: 3 clusters Score -108315.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -108321.390625 Penalty: 2279.522461 Iteration 70Q: 3 clusters Score -108321.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -108327.617188 Penalty: 2279.522461 Iteration 71Q: 3 clusters Score -108327.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -108334.867188 Penalty: 2279.522461 Iteration 72Q: 3 clusters Score -108334.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -108339.226562 Penalty: 2279.522461 Iteration 73Q: 3 clusters Score -108339.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -108343.148438 Penalty: 2279.522461 Iteration 74Q: 3 clusters Score -108343.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -108344.671875 Penalty: 2279.522461 Iteration 75Q: 3 clusters Score -108344.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -108345.968750 Penalty: 2279.522461 Iteration 76Q: 3 clusters Score -108346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -108346.656250 Penalty: 2279.522461 Iteration 77Q: 3 clusters Score -108346.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -108346.656250 Penalty: 2279.522461 Iteration 78F: 3 clusters Score -108346.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Entering Unmasked Estep Score: -493477.187500 Penalty: 1380.495483 Iteration 0F: 2 clusters Score -493477.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -489588.218750 Penalty: 2760.990967 Iteration 0F: 3 clusters Score -489588.2 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -490641.218750 Penalty: 2760.990967 Iteration 1F: 3 clusters Score -490641.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -490864.250000 Penalty: 2760.990967 Iteration 2F: 3 clusters Score -490864.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -491049.562500 Penalty: 2760.990967 Iteration 3F: 3 clusters Score -491049.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -491192.687500 Penalty: 2760.990967 Iteration 4Q: 3 clusters Score -491192.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -491315.093750 Penalty: 2760.990967 Iteration 5Q: 3 clusters Score -491315.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -491434.937500 Penalty: 2760.990967 Iteration 6Q: 3 clusters Score -491434.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -491553.406250 Penalty: 2760.990967 Iteration 7Q: 3 clusters Score -491553.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -491661.343750 Penalty: 2760.990967 Iteration 8Q: 3 clusters Score -491661.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -491752.968750 Penalty: 2760.990967 Iteration 9Q: 3 clusters Score -491753 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -491838.312500 Penalty: 2760.990967 Iteration 10Q: 3 clusters Score -491838.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -491904.562500 Penalty: 2760.990967 Iteration 11Q: 3 clusters Score -491904.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -491979.125000 Penalty: 2760.990967 Iteration 12Q: 3 clusters Score -491979.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -492054.250000 Penalty: 2760.990967 Iteration 13Q: 3 clusters Score -492054.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -492119.687500 Penalty: 2760.990967 Iteration 14Q: 3 clusters Score -492119.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -492168.500000 Penalty: 2760.990967 Iteration 15Q: 3 clusters Score -492168.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -492206.031250 Penalty: 2760.990967 Iteration 16Q: 3 clusters Score -492206 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -492237.625000 Penalty: 2760.990967 Iteration 17Q: 3 clusters Score -492237.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -492259.812500 Penalty: 2760.990967 Iteration 18Q: 3 clusters Score -492259.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -492282.468750 Penalty: 2760.990967 Iteration 19Q: 3 clusters Score -492282.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -492301.062500 Penalty: 2760.990967 Iteration 20F: 3 clusters Score -492301.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -492313.343750 Penalty: 2760.990967 Iteration 21Q: 3 clusters Score -492313.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -492323.718750 Penalty: 2760.990967 Iteration 22Q: 3 clusters Score -492323.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -492331.187500 Penalty: 2760.990967 Iteration 23Q: 3 clusters Score -492331.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -492339.062500 Penalty: 2760.990967 Iteration 24Q: 3 clusters Score -492339.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -492344.093750 Penalty: 2760.990967 Iteration 25Q: 3 clusters Score -492344.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -492350.093750 Penalty: 2760.990967 Iteration 26Q: 3 clusters Score -492350.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -492352.281250 Penalty: 2760.990967 Iteration 27Q: 3 clusters Score -492352.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -492357.687500 Penalty: 2760.990967 Iteration 28Q: 3 clusters Score -492357.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -492359.781250 Penalty: 2760.990967 Iteration 29Q: 3 clusters Score -492359.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -492360.843750 Penalty: 2760.990967 Iteration 30Q: 3 clusters Score -492360.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -492360.968750 Penalty: 2760.990967 Iteration 31Q: 3 clusters Score -492361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -492361.625000 Penalty: 2760.990967 Iteration 32Q: 3 clusters Score -492361.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -492361.656250 Penalty: 2760.990967 Iteration 33Q: 3 clusters Score -492361.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -492362.781250 Penalty: 2760.990967 Iteration 34Q: 3 clusters Score -492362.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -492362.781250 Penalty: 2760.990967 Iteration 35F: 3 clusters Score -492362.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -47807.398438 Penalty: 1006.590881 Iteration 0F: 2 clusters Score -47807.4 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 253 members Entering Unmasked Estep Score: -46759.363281 Penalty: 2013.181763 Iteration 0F: 3 clusters Score -46759.36 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -46936.132812 Penalty: 2013.181763 Iteration 1F: 3 clusters Score -46936.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -46993.867188 Penalty: 2013.181763 Iteration 2F: 3 clusters Score -46993.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -47028.351562 Penalty: 2013.181763 Iteration 3Q: 3 clusters Score -47028.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -47050.488281 Penalty: 2013.181763 Iteration 4Q: 3 clusters Score -47050.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -47072.113281 Penalty: 2013.181763 Iteration 5Q: 3 clusters Score -47072.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -47091.859375 Penalty: 2013.181763 Iteration 6Q: 3 clusters Score -47091.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -47107.003906 Penalty: 2013.181763 Iteration 7Q: 3 clusters Score -47107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -47115.738281 Penalty: 2013.181763 Iteration 8Q: 3 clusters Score -47115.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -47127.644531 Penalty: 2013.181763 Iteration 9Q: 3 clusters Score -47127.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -47141.363281 Penalty: 2013.181763 Iteration 10Q: 3 clusters Score -47141.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -47163.378906 Penalty: 2013.181763 Iteration 11Q: 3 clusters Score -47163.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -47174.855469 Penalty: 2013.181763 Iteration 12Q: 3 clusters Score -47174.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -47179.136719 Penalty: 2013.181763 Iteration 13Q: 3 clusters Score -47179.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -47192.007812 Penalty: 2013.181763 Iteration 14Q: 3 clusters Score -47192.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -47195.785156 Penalty: 2013.181763 Iteration 15Q: 3 clusters Score -47195.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -47198.261719 Penalty: 2013.181763 Iteration 16F: 3 clusters Score -47198.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -47218.937500 Penalty: 2013.181763 Iteration 17Q: 3 clusters Score -47218.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -47231.484375 Penalty: 2013.181763 Iteration 18Q: 3 clusters Score -47231.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -47264.117188 Penalty: 2013.181763 Iteration 19Q: 3 clusters Score -47264.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -47280.046875 Penalty: 2013.181763 Iteration 20F: 3 clusters Score -47280.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -47286.328125 Penalty: 2013.181763 Iteration 21Q: 3 clusters Score -47286.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -47286.328125 Penalty: 2013.181763 Iteration 22F: 3 clusters Score -47286.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Entering Unmasked Estep Score: -172949.265625 Penalty: 1215.477905 Iteration 0F: 2 clusters Score -172949.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -170962.953125 Penalty: 2430.955811 Iteration 0F: 3 clusters Score -170963 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -171394.484375 Penalty: 2430.955811 Iteration 1F: 3 clusters Score -171394.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -171496.796875 Penalty: 2430.955811 Iteration 2F: 3 clusters Score -171496.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -171541.953125 Penalty: 2430.955811 Iteration 3Q: 3 clusters Score -171542 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -171573.156250 Penalty: 2430.955811 Iteration 4Q: 3 clusters Score -171573.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -171598.781250 Penalty: 2430.955811 Iteration 5Q: 3 clusters Score -171598.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -171620.796875 Penalty: 2430.955811 Iteration 6Q: 3 clusters Score -171620.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -171641.734375 Penalty: 2430.955811 Iteration 7Q: 3 clusters Score -171641.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -171656.250000 Penalty: 2430.955811 Iteration 8Q: 3 clusters Score -171656.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -171669.515625 Penalty: 2430.955811 Iteration 9Q: 3 clusters Score -171669.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -171689.921875 Penalty: 2430.955811 Iteration 10Q: 3 clusters Score -171689.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -171721.078125 Penalty: 2430.955811 Iteration 11Q: 3 clusters Score -171721.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -171756.156250 Penalty: 2430.955811 Iteration 12Q: 3 clusters Score -171756.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -171790.265625 Penalty: 2430.955811 Iteration 13Q: 3 clusters Score -171790.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -171829.968750 Penalty: 2430.955811 Iteration 14Q: 3 clusters Score -171830 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -171865.156250 Penalty: 2430.955811 Iteration 15Q: 3 clusters Score -171865.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -171898.921875 Penalty: 2430.955811 Iteration 16Q: 3 clusters Score -171898.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -171936.312500 Penalty: 2430.955811 Iteration 17Q: 3 clusters Score -171936.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -171971.828125 Penalty: 2430.955811 Iteration 18Q: 3 clusters Score -171971.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -172026.031250 Penalty: 2430.955811 Iteration 19Q: 3 clusters Score -172026 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -172101.968750 Penalty: 2430.955811 Iteration 20F: 3 clusters Score -172102 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -172181.546875 Penalty: 2430.955811 Iteration 21Q: 3 clusters Score -172181.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -172245.500000 Penalty: 2430.955811 Iteration 22Q: 3 clusters Score -172245.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -172298.484375 Penalty: 2430.955811 Iteration 23Q: 3 clusters Score -172298.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -172339.296875 Penalty: 2430.955811 Iteration 24Q: 3 clusters Score -172339.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -172371.125000 Penalty: 2430.955811 Iteration 25Q: 3 clusters Score -172371.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -172399.781250 Penalty: 2430.955811 Iteration 26Q: 3 clusters Score -172399.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -172419.062500 Penalty: 2430.955811 Iteration 27Q: 3 clusters Score -172419.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -172432.703125 Penalty: 2430.955811 Iteration 28Q: 3 clusters Score -172432.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -172442.875000 Penalty: 2430.955811 Iteration 29Q: 3 clusters Score -172442.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -172450.437500 Penalty: 2430.955811 Iteration 30Q: 3 clusters Score -172450.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -172458.046875 Penalty: 2430.955811 Iteration 31Q: 3 clusters Score -172458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -172469.062500 Penalty: 2430.955811 Iteration 32Q: 3 clusters Score -172469.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -172481.218750 Penalty: 2430.955811 Iteration 33Q: 3 clusters Score -172481.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -172492.250000 Penalty: 2430.955811 Iteration 34Q: 3 clusters Score -172492.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -172508.484375 Penalty: 2430.955811 Iteration 35Q: 3 clusters Score -172508.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -172521.890625 Penalty: 2430.955811 Iteration 36Q: 3 clusters Score -172521.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -172532.250000 Penalty: 2430.955811 Iteration 37Q: 3 clusters Score -172532.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -172538.671875 Penalty: 2430.955811 Iteration 38Q: 3 clusters Score -172538.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -172541.890625 Penalty: 2430.955811 Iteration 39Q: 3 clusters Score -172541.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -172544.093750 Penalty: 2430.955811 Iteration 40F: 3 clusters Score -172544.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -172544.531250 Penalty: 2430.955811 Iteration 41Q: 3 clusters Score -172544.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -172545.140625 Penalty: 2430.955811 Iteration 42Q: 3 clusters Score -172545.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -172545.140625 Penalty: 2430.955811 Iteration 43F: 3 clusters Score -172545.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Entering Unmasked Estep Score: -362578.406250 Penalty: 1326.177124 Iteration 0F: 2 clusters Score -362578.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -359537.343750 Penalty: 2652.354248 Iteration 0F: 3 clusters Score -359537.3 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -360250.250000 Penalty: 2652.354248 Iteration 1F: 3 clusters Score -360250.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -360386.312500 Penalty: 2652.354248 Iteration 2F: 3 clusters Score -360386.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -360502.156250 Penalty: 2652.354248 Iteration 3Q: 3 clusters Score -360502.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -360610.781250 Penalty: 2652.354248 Iteration 4Q: 3 clusters Score -360610.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -360732.968750 Penalty: 2652.354248 Iteration 5Q: 3 clusters Score -360733 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -360901.562500 Penalty: 2652.354248 Iteration 6Q: 3 clusters Score -360901.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -361084.187500 Penalty: 2652.354248 Iteration 7Q: 3 clusters Score -361084.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -361300.343750 Penalty: 2652.354248 Iteration 8F: 3 clusters Score -361300.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -361523.000000 Penalty: 2652.354248 Iteration 9F: 3 clusters Score -361523 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -361686.750000 Penalty: 2652.354248 Iteration 10Q: 3 clusters Score -361686.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -361826.281250 Penalty: 2652.354248 Iteration 11Q: 3 clusters Score -361826.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -361953.156250 Penalty: 2652.354248 Iteration 12Q: 3 clusters Score -361953.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -362027.062500 Penalty: 2652.354248 Iteration 13Q: 3 clusters Score -362027.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -362076.406250 Penalty: 2652.354248 Iteration 14Q: 3 clusters Score -362076.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -362121.187500 Penalty: 2652.354248 Iteration 15Q: 3 clusters Score -362121.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -362146.531250 Penalty: 2652.354248 Iteration 16Q: 3 clusters Score -362146.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -362161.343750 Penalty: 2652.354248 Iteration 17Q: 3 clusters Score -362161.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -362174.968750 Penalty: 2652.354248 Iteration 18Q: 3 clusters Score -362175 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -362186.468750 Penalty: 2652.354248 Iteration 19Q: 3 clusters Score -362186.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -362194.500000 Penalty: 2652.354248 Iteration 20F: 3 clusters Score -362194.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -362203.937500 Penalty: 2652.354248 Iteration 21Q: 3 clusters Score -362203.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -362213.062500 Penalty: 2652.354248 Iteration 22Q: 3 clusters Score -362213.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -362218.968750 Penalty: 2652.354248 Iteration 23Q: 3 clusters Score -362219 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -362222.531250 Penalty: 2652.354248 Iteration 24Q: 3 clusters Score -362222.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -362224.968750 Penalty: 2652.354248 Iteration 25Q: 3 clusters Score -362225 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -362226.500000 Penalty: 2652.354248 Iteration 26Q: 3 clusters Score -362226.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -362227.750000 Penalty: 2652.354248 Iteration 27Q: 3 clusters Score -362227.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -362229.718750 Penalty: 2652.354248 Iteration 28Q: 3 clusters Score -362229.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -362233.875000 Penalty: 2652.354248 Iteration 29Q: 3 clusters Score -362233.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -362237.656250 Penalty: 2652.354248 Iteration 30Q: 3 clusters Score -362237.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -362239.000000 Penalty: 2652.354248 Iteration 31Q: 3 clusters Score -362239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -362240.656250 Penalty: 2652.354248 Iteration 32Q: 3 clusters Score -362240.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -362241.500000 Penalty: 2652.354248 Iteration 33Q: 3 clusters Score -362241.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -362242.156250 Penalty: 2652.354248 Iteration 34Q: 3 clusters Score -362242.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -362245.031250 Penalty: 2652.354248 Iteration 35Q: 3 clusters Score -362245 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -362245.718750 Penalty: 2652.354248 Iteration 36Q: 3 clusters Score -362245.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -362246.937500 Penalty: 2652.354248 Iteration 37Q: 3 clusters Score -362246.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -362247.406250 Penalty: 2652.354248 Iteration 38Q: 3 clusters Score -362247.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -362248.156250 Penalty: 2652.354248 Iteration 39Q: 3 clusters Score -362248.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -362249.125000 Penalty: 2652.354248 Iteration 40F: 3 clusters Score -362249.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -362249.750000 Penalty: 2652.354248 Iteration 41Q: 3 clusters Score -362249.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -362249.750000 Penalty: 2652.354248 Iteration 42F: 3 clusters Score -362249.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -48488.542969 Penalty: 1017.492432 Iteration 0F: 2 clusters Score -48488.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -47436.253906 Penalty: 2034.984863 Iteration 0F: 3 clusters Score -47436.25 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -47711.242188 Penalty: 2034.984863 Iteration 1F: 3 clusters Score -47711.24 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -47861.843750 Penalty: 2034.984863 Iteration 2F: 3 clusters Score -47861.84 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -47938.375000 Penalty: 2034.984863 Iteration 3F: 3 clusters Score -47938.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -47981.910156 Penalty: 2034.984863 Iteration 4Q: 3 clusters Score -47981.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -48023.777344 Penalty: 2034.984863 Iteration 5Q: 3 clusters Score -48023.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -48031.507812 Penalty: 2034.984863 Iteration 6Q: 3 clusters Score -48031.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -48033.328125 Penalty: 2034.984863 Iteration 7Q: 3 clusters Score -48033.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -48035.394531 Penalty: 2034.984863 Iteration 8Q: 3 clusters Score -48035.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -48036.570312 Penalty: 2034.984863 Iteration 9Q: 3 clusters Score -48036.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -48036.570312 Penalty: 2034.984863 Iteration 10F: 3 clusters Score -48036.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -104419.156250 Penalty: 1130.128784 Iteration 0F: 2 clusters Score -104419.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -102934.460938 Penalty: 2260.257568 Iteration 0F: 3 clusters Score -102934.5 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -103218.023438 Penalty: 2260.257568 Iteration 1F: 3 clusters Score -103218 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -103324.765625 Penalty: 2260.257568 Iteration 2F: 3 clusters Score -103324.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -103397.898438 Penalty: 2260.257568 Iteration 3F: 3 clusters Score -103397.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -103446.562500 Penalty: 2260.257568 Iteration 4Q: 3 clusters Score -103446.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -103466.515625 Penalty: 2260.257568 Iteration 5Q: 3 clusters Score -103466.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -103481.250000 Penalty: 2260.257568 Iteration 6Q: 3 clusters Score -103481.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -103492.546875 Penalty: 2260.257568 Iteration 7Q: 3 clusters Score -103492.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -103503.492188 Penalty: 2260.257568 Iteration 8Q: 3 clusters Score -103503.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -103505.132812 Penalty: 2260.257568 Iteration 9Q: 3 clusters Score -103505.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -103508.351562 Penalty: 2260.257568 Iteration 10Q: 3 clusters Score -103508.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -103511.179688 Penalty: 2260.257568 Iteration 11Q: 3 clusters Score -103511.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -103513.328125 Penalty: 2260.257568 Iteration 12Q: 3 clusters Score -103513.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -103517.312500 Penalty: 2260.257568 Iteration 13Q: 3 clusters Score -103517.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -103518.773438 Penalty: 2260.257568 Iteration 14Q: 3 clusters Score -103518.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -103518.773438 Penalty: 2260.257568 Iteration 15F: 3 clusters Score -103518.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (11960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Entering Unmasked Estep Score: -1207052.750000 Penalty: 1525.765015 Iteration 0F: 2 clusters Score -1207053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1198650.375000 Penalty: 3051.530029 Iteration 0F: 3 clusters Score -1198650 nChanged 5282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -1201585.625000 Penalty: 3051.530029 Iteration 1F: 3 clusters Score -1201586 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -1201896.875000 Penalty: 3051.530029 Iteration 2F: 3 clusters Score -1201897 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1202173.750000 Penalty: 3051.530029 Iteration 3F: 3 clusters Score -1202174 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -1202438.625000 Penalty: 3051.530029 Iteration 4Q: 3 clusters Score -1202439 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -1202703.750000 Penalty: 3051.530029 Iteration 5Q: 3 clusters Score -1202704 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1202999.875000 Penalty: 3051.530029 Iteration 6Q: 3 clusters Score -1203000 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -1203335.000000 Penalty: 3051.530029 Iteration 7Q: 3 clusters Score -1203335 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -1203718.500000 Penalty: 3051.530029 Iteration 8Q: 3 clusters Score -1203718 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1204081.250000 Penalty: 3051.530029 Iteration 9Q: 3 clusters Score -1204081 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1204386.750000 Penalty: 3051.530029 Iteration 10Q: 3 clusters Score -1204387 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -1204587.875000 Penalty: 3051.530029 Iteration 11Q: 3 clusters Score -1204588 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1204749.250000 Penalty: 3051.530029 Iteration 12Q: 3 clusters Score -1204749 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -1204861.500000 Penalty: 3051.530029 Iteration 13Q: 3 clusters Score -1204862 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -1204948.125000 Penalty: 3051.530029 Iteration 14Q: 3 clusters Score -1204948 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1205011.125000 Penalty: 3051.530029 Iteration 15Q: 3 clusters Score -1205011 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1205062.625000 Penalty: 3051.530029 Iteration 16Q: 3 clusters Score -1205063 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1205114.500000 Penalty: 3051.530029 Iteration 17Q: 3 clusters Score -1205114 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1205174.000000 Penalty: 3051.530029 Iteration 18Q: 3 clusters Score -1205174 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1205216.625000 Penalty: 3051.530029 Iteration 19Q: 3 clusters Score -1205217 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -1205242.875000 Penalty: 3051.530029 Iteration 20F: 3 clusters Score -1205243 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1205264.125000 Penalty: 3051.530029 Iteration 21Q: 3 clusters Score -1205264 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1205279.750000 Penalty: 3051.530029 Iteration 22Q: 3 clusters Score -1205280 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1205284.000000 Penalty: 3051.530029 Iteration 23Q: 3 clusters Score -1205284 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -1205291.125000 Penalty: 3051.530029 Iteration 24Q: 3 clusters Score -1205291 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1205297.000000 Penalty: 3051.530029 Iteration 25Q: 3 clusters Score -1205297 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1205308.500000 Penalty: 3051.530029 Iteration 26Q: 3 clusters Score -1205308 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1205314.375000 Penalty: 3051.530029 Iteration 27Q: 3 clusters Score -1205314 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1205322.500000 Penalty: 3051.530029 Iteration 28Q: 3 clusters Score -1205322 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -1205328.625000 Penalty: 3051.530029 Iteration 29Q: 3 clusters Score -1205329 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1205330.125000 Penalty: 3051.530029 Iteration 30Q: 3 clusters Score -1205330 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1205330.375000 Penalty: 3051.530029 Iteration 31Q: 3 clusters Score -1205330 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1205333.750000 Penalty: 3051.530029 Iteration 32Q: 3 clusters Score -1205334 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1205335.750000 Penalty: 3051.530029 Iteration 33Q: 3 clusters Score -1205336 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1205336.875000 Penalty: 3051.530029 Iteration 34Q: 3 clusters Score -1205337 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -1205339.500000 Penalty: 3051.530029 Iteration 35Q: 3 clusters Score -1205340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1205336.000000 Penalty: 3051.530029 Iteration 36Q: 3 clusters Score -1205336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1205337.250000 Penalty: 3051.530029 Iteration 37Q: 3 clusters Score -1205337 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -1205338.875000 Penalty: 3051.530029 Iteration 38Q: 3 clusters Score -1205339 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1205339.000000 Penalty: 3051.530029 Iteration 39Q: 3 clusters Score -1205339 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1205338.750000 Penalty: 3051.530029 Iteration 40F: 3 clusters Score -1205339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1205339.125000 Penalty: 3051.530029 Iteration 41Q: 3 clusters Score -1205339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -1205337.750000 Penalty: 3051.530029 Iteration 42Q: 3 clusters Score -1205338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -1205337.750000 Penalty: 3051.530029 Iteration 43F: 3 clusters Score -1205338 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (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: -10712.073242 Penalty: 769.632263 Iteration 0F: 2 clusters Score -10712.07 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 48 members Entering Unmasked Estep Score: -10080.831055 Penalty: 1539.264526 Iteration 0F: 3 clusters Score -10080.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -10091.474609 Penalty: 1539.264526 Iteration 1Q: 3 clusters Score -10091.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -10095.589844 Penalty: 1539.264526 Iteration 2Q: 3 clusters Score -10095.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -10095.589844 Penalty: 1539.264526 Iteration 3F: 3 clusters Score -10095.59 nChanged 0 --- Evaluating fit on full set of 124963 points --- Entering Unmasked Estep Score: -12260695.000000 Penalty: 30513.009766 23->17 Clusters: Score -12260695.000000, best is -12457594.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 41654 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1790 members Mstep: Class 3 contains 1759 members Mstep: Class 4 contains 1841 members Mstep: Class 5 contains 1810 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 1767 members Mstep: Class 8 contains 1794 members Mstep: Class 9 contains 1822 members Mstep: Class 10 contains 1827 members Mstep: Class 11 contains 1803 members Mstep: Class 12 contains 1767 members Mstep: Class 13 contains 1737 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 1843 members Mstep: Class 16 contains 1809 members Mstep: Class 17 contains 1864 members Mstep: Class 18 contains 1834 members Mstep: Class 19 contains 1862 members Mstep: Class 20 contains 1756 members Mstep: Class 21 contains 1770 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 1835 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 186.194427 but Gain 1728.539062 Score: -3804538.750000 Penalty: 38027.820312 Iteration 0F: 23 clusters Score -3804539 nChanged 38995 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 1568 members Mstep: Class 3 contains 722 members Mstep: Class 4 contains 1186 members Mstep: Class 5 contains 2331 members Mstep: Class 6 contains 1209 members Mstep: Class 7 contains 1165 members Mstep: Class 8 contains 652 members Mstep: Class 9 contains 984 members Mstep: Class 10 contains 4568 members Mstep: Class 11 contains 1873 members Mstep: Class 12 contains 1177 members Mstep: Class 13 contains 693 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 4003 members Mstep: Class 17 contains 1374 members Mstep: Class 18 contains 1264 members Mstep: Class 19 contains 1425 members Mstep: Class 20 contains 603 members Mstep: Class 21 contains 698 members Mstep: Class 22 contains 1403 members Mstep: Class 23 contains 8568 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 860.969971 but Gain 1728.535156 Score: -3966880.500000 Penalty: 36299.285156 Iteration 1F: 22 clusters Score -3966880 nChanged 15847 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 624 members Mstep: Class 4 contains 1264 members Mstep: Class 5 contains 1624 members Mstep: Class 6 contains 1662 members Mstep: Class 8 contains 354 members Mstep: Class 9 contains 721 members Mstep: Class 10 contains 3522 members Mstep: Class 11 contains 1104 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 625 members Mstep: Class 14 contains 605 members Mstep: Class 15 contains 4370 members Mstep: Class 17 contains 1734 members Mstep: Class 18 contains 1317 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 759 members Mstep: Class 21 contains 638 members Mstep: Class 22 contains 770 members Mstep: Class 23 contains 11838 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 354.657684 but Gain 1728.539062 Score: -4022076.250000 Penalty: 34570.746094 Iteration 2F: 21 clusters Score -4022076 nChanged 11247 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1012 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 1071 members Mstep: Class 6 contains 2174 members Mstep: Class 9 contains 551 members Mstep: Class 10 contains 2535 members Mstep: Class 11 contains 756 members Mstep: Class 12 contains 1075 members Mstep: Class 13 contains 619 members Mstep: Class 14 contains 397 members Mstep: Class 15 contains 3690 members Mstep: Class 17 contains 2377 members Mstep: Class 18 contains 1358 members Mstep: Class 19 contains 1502 members Mstep: Class 20 contains 1290 members Mstep: Class 21 contains 879 members Mstep: Class 22 contains 526 members Mstep: Class 23 contains 12055 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 900.250244 but Gain 1728.539062 Score: -4060376.250000 Penalty: 32842.207031 Iteration 3F: 20 clusters Score -4060376 nChanged 9539 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 1016 members Mstep: Class 3 contains 530 members Mstep: Class 4 contains 868 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 3058 members Mstep: Class 9 contains 476 members Mstep: Class 10 contains 1802 members Mstep: Class 12 contains 1243 members Mstep: Class 13 contains 704 members Mstep: Class 14 contains 360 members Mstep: Class 15 contains 3197 members Mstep: Class 17 contains 3188 members Mstep: Class 18 contains 1282 members Mstep: Class 19 contains 1371 members Mstep: Class 20 contains 1860 members Mstep: Class 21 contains 910 members Mstep: Class 22 contains 398 members Mstep: Class 23 contains 11108 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 861.668213 but Gain 1728.535156 Score: -4089410.500000 Penalty: 31113.671875 Iteration 4F: 19 clusters Score -4089410 nChanged 7651 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 1111 members Mstep: Class 4 contains 713 members Mstep: Class 5 contains 422 members Mstep: Class 6 contains 3572 members Mstep: Class 9 contains 392 members Mstep: Class 10 contains 1525 members Mstep: Class 12 contains 1323 members Mstep: Class 13 contains 884 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 3283 members Mstep: Class 17 contains 3589 members Mstep: Class 18 contains 1187 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 2024 members Mstep: Class 21 contains 903 members Mstep: Class 22 contains 286 members Mstep: Class 23 contains 10074 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 889.984436 but Gain 1728.537109 Score: -4111653.250000 Penalty: 29385.134766 Iteration 5F: 18 clusters Score -4111653 nChanged 5262 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 1325 members Mstep: Class 4 contains 613 members Mstep: Class 5 contains 518 members Mstep: Class 6 contains 3678 members Mstep: Class 9 contains 350 members Mstep: Class 10 contains 1634 members Mstep: Class 12 contains 1174 members Mstep: Class 13 contains 1069 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 4099 members Mstep: Class 17 contains 3078 members Mstep: Class 18 contains 957 members Mstep: Class 19 contains 1139 members Mstep: Class 20 contains 1807 members Mstep: Class 21 contains 867 members Mstep: Class 23 contains 9116 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1083.681396 but Gain 1728.537109 Score: -4125026.500000 Penalty: 27656.597656 Iteration 6F: 17 clusters Score -4125026 nChanged 3431 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 1512 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 3700 members Mstep: Class 10 contains 1762 members Mstep: Class 12 contains 1014 members Mstep: Class 13 contains 1132 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 4617 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 769 members Mstep: Class 19 contains 1096 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 831 members Mstep: Class 23 contains 9261 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1562.386719 but Gain 1728.537109 Score: -4130085.500000 Penalty: 25928.060547 Iteration 7F: 16 clusters Score -4130086 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 1612 members Mstep: Class 4 contains 534 members Mstep: Class 5 contains 512 members Mstep: Class 6 contains 3705 members Mstep: Class 10 contains 1874 members Mstep: Class 13 contains 1156 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 4848 members Mstep: Class 17 contains 1925 members Mstep: Class 18 contains 677 members Mstep: Class 19 contains 1095 members Mstep: Class 20 contains 1740 members Mstep: Class 21 contains 815 members Mstep: Class 23 contains 10011 members Entering Unmasked Estep ConsiderDeletion Score: -4133545.250000 Penalty: 25928.060547 Iteration 8F: 16 clusters Score -4133545 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 1669 members Mstep: Class 4 contains 517 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 3708 members Mstep: Class 10 contains 1868 members Mstep: Class 13 contains 1178 members Mstep: Class 14 contains 484 members Mstep: Class 15 contains 4936 members Mstep: Class 17 contains 1454 members Mstep: Class 18 contains 619 members Mstep: Class 19 contains 1097 members Mstep: Class 20 contains 1633 members Mstep: Class 21 contains 789 members Mstep: Class 23 contains 10333 members Entering Unmasked Estep ConsiderDeletion Score: -4135066.000000 Penalty: 25928.060547 Iteration 9Q: 16 clusters Score -4135066 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 1699 members Mstep: Class 4 contains 514 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 3705 members Mstep: Class 10 contains 1816 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 511 members Mstep: Class 15 contains 4976 members Mstep: Class 17 contains 1244 members Mstep: Class 18 contains 606 members Mstep: Class 19 contains 1093 members Mstep: Class 20 contains 1537 members Mstep: Class 21 contains 756 members Mstep: Class 23 contains 10514 members Entering Unmasked Estep ConsiderDeletion Score: -4136066.500000 Penalty: 25928.060547 Iteration 10Q: 16 clusters Score -4136066 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 1721 members Mstep: Class 4 contains 513 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 3699 members Mstep: Class 10 contains 1728 members Mstep: Class 13 contains 1186 members Mstep: Class 14 contains 527 members Mstep: Class 15 contains 4981 members Mstep: Class 17 contains 1170 members Mstep: Class 18 contains 595 members Mstep: Class 19 contains 1097 members Mstep: Class 20 contains 1465 members Mstep: Class 21 contains 732 members Mstep: Class 23 contains 10663 members Entering Unmasked Estep ConsiderDeletion Score: -4136637.750000 Penalty: 25928.060547 Iteration 11Q: 16 clusters Score -4136638 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 1736 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 3701 members Mstep: Class 10 contains 1626 members Mstep: Class 13 contains 1183 members Mstep: Class 14 contains 531 members Mstep: Class 15 contains 4983 members Mstep: Class 17 contains 1142 members Mstep: Class 18 contains 598 members Mstep: Class 19 contains 1099 members Mstep: Class 20 contains 1408 members Mstep: Class 21 contains 721 members Mstep: Class 23 contains 10794 members Entering Unmasked Estep ConsiderDeletion Score: -4137048.250000 Penalty: 25928.060547 Iteration 12Q: 16 clusters Score -4137048 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 1753 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 3706 members Mstep: Class 10 contains 1533 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 546 members Mstep: Class 15 contains 4984 members Mstep: Class 17 contains 1142 members Mstep: Class 18 contains 593 members Mstep: Class 19 contains 1099 members Mstep: Class 20 contains 1378 members Mstep: Class 21 contains 710 members Mstep: Class 23 contains 10864 members Entering Unmasked Estep ConsiderDeletion Score: -4137317.750000 Penalty: 25928.060547 Iteration 13Q: 16 clusters Score -4137318 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 1773 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 3706 members Mstep: Class 10 contains 1456 members Mstep: Class 13 contains 1181 members Mstep: Class 14 contains 562 members Mstep: Class 15 contains 4985 members Mstep: Class 17 contains 1150 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 1093 members Mstep: Class 20 contains 1355 members Mstep: Class 21 contains 707 members Mstep: Class 23 contains 10936 members Entering Unmasked Estep ConsiderDeletion Score: -4137493.250000 Penalty: 25928.060547 Iteration 14Q: 16 clusters Score -4137493 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 1790 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 3708 members Mstep: Class 10 contains 1380 members Mstep: Class 13 contains 1179 members Mstep: Class 14 contains 566 members Mstep: Class 15 contains 4985 members Mstep: Class 17 contains 1143 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 1088 members Mstep: Class 20 contains 1333 members Mstep: Class 21 contains 697 members Mstep: Class 23 contains 11026 members Entering Unmasked Estep ConsiderDeletion Score: -4137651.250000 Penalty: 25928.060547 Iteration 15Q: 16 clusters Score -4137651 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 1802 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 3706 members Mstep: Class 10 contains 1333 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 581 members Mstep: Class 15 contains 4986 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1086 members Mstep: Class 20 contains 1309 members Mstep: Class 21 contains 691 members Mstep: Class 23 contains 11076 members Entering Unmasked Estep ConsiderDeletion Score: -4137739.750000 Penalty: 25928.060547 Iteration 16Q: 16 clusters Score -4137740 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 1806 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 3705 members Mstep: Class 10 contains 1286 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 4986 members Mstep: Class 17 contains 1142 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 1085 members Mstep: Class 20 contains 1294 members Mstep: Class 21 contains 688 members Mstep: Class 23 contains 11133 members Entering Unmasked Estep ConsiderDeletion Score: -4137834.500000 Penalty: 25928.060547 Iteration 17Q: 16 clusters Score -4137834 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 1812 members Mstep: Class 4 contains 516 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3705 members Mstep: Class 10 contains 1231 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 595 members Mstep: Class 15 contains 4986 members Mstep: Class 17 contains 1141 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 1082 members Mstep: Class 20 contains 1283 members Mstep: Class 21 contains 687 members Mstep: Class 23 contains 11191 members Entering Unmasked Estep ConsiderDeletion Score: -4137881.000000 Penalty: 25928.060547 Iteration 18Q: 16 clusters Score -4137881 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 1813 members Mstep: Class 4 contains 516 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3705 members Mstep: Class 10 contains 1181 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 602 members Mstep: Class 15 contains 4986 members Mstep: Class 17 contains 1144 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 1082 members Mstep: Class 20 contains 1272 members Mstep: Class 21 contains 684 members Mstep: Class 23 contains 11244 members Entering Unmasked Estep ConsiderDeletion Score: -4137950.750000 Penalty: 25928.060547 Iteration 19Q: 16 clusters Score -4137951 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 1814 members Mstep: Class 4 contains 516 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3705 members Mstep: Class 10 contains 1144 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 608 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1139 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 1081 members Mstep: Class 20 contains 1262 members Mstep: Class 21 contains 683 members Mstep: Class 23 contains 11288 members Entering Unmasked Estep ConsiderDeletion Score: -4138056.500000 Penalty: 25928.060547 Iteration 20F: 16 clusters Score -4138056 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 1814 members Mstep: Class 4 contains 516 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3701 members Mstep: Class 10 contains 1102 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 628 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1140 members Mstep: Class 18 contains 581 members Mstep: Class 19 contains 1081 members Mstep: Class 20 contains 1257 members Mstep: Class 21 contains 681 members Mstep: Class 23 contains 11320 members Entering Unmasked Estep ConsiderDeletion Score: -4138138.250000 Penalty: 25928.060547 Iteration 21Q: 16 clusters Score -4138138 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 1814 members Mstep: Class 4 contains 517 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3699 members Mstep: Class 10 contains 1072 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 643 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1138 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 1082 members Mstep: Class 20 contains 1246 members Mstep: Class 21 contains 678 members Mstep: Class 23 contains 11348 members Entering Unmasked Estep ConsiderDeletion Score: -4138164.000000 Penalty: 25928.060547 Iteration 22Q: 16 clusters Score -4138164 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 1815 members Mstep: Class 4 contains 518 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3699 members Mstep: Class 10 contains 1052 members Mstep: Class 13 contains 1176 members Mstep: Class 14 contains 654 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1134 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 1082 members Mstep: Class 20 contains 1241 members Mstep: Class 21 contains 677 members Mstep: Class 23 contains 11367 members Entering Unmasked Estep ConsiderDeletion Score: -4138187.250000 Penalty: 25928.060547 Iteration 23Q: 16 clusters Score -4138187 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 1815 members Mstep: Class 4 contains 519 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3699 members Mstep: Class 10 contains 1037 members Mstep: Class 13 contains 1176 members Mstep: Class 14 contains 665 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1128 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 1082 members Mstep: Class 20 contains 1235 members Mstep: Class 21 contains 675 members Mstep: Class 23 contains 11386 members Entering Unmasked Estep ConsiderDeletion Score: -4138212.500000 Penalty: 25928.060547 Iteration 24Q: 16 clusters Score -4138212 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 1815 members Mstep: Class 4 contains 520 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3699 members Mstep: Class 10 contains 1017 members Mstep: Class 13 contains 1176 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 4986 members Mstep: Class 17 contains 1123 members Mstep: Class 18 contains 584 members Mstep: Class 19 contains 1083 members Mstep: Class 20 contains 1233 members Mstep: Class 21 contains 674 members Mstep: Class 23 contains 11410 members Entering Unmasked Estep ConsiderDeletion Score: -4138246.000000 Penalty: 25928.060547 Iteration 25Q: 16 clusters Score -4138246 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 1815 members Mstep: Class 4 contains 524 members Mstep: Class 5 contains 502 members Mstep: Class 6 contains 3697 members Mstep: Class 10 contains 1001 members Mstep: Class 13 contains 1175 members Mstep: Class 14 contains 673 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1120 members Mstep: Class 18 contains 584 members Mstep: Class 19 contains 1083 members Mstep: Class 20 contains 1231 members Mstep: Class 21 contains 673 members Mstep: Class 23 contains 11429 members Entering Unmasked Estep ConsiderDeletion Score: -4138305.250000 Penalty: 25928.060547 Iteration 26Q: 16 clusters Score -4138305 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 1815 members Mstep: Class 4 contains 526 members Mstep: Class 5 contains 502 members Mstep: Class 6 contains 3697 members Mstep: Class 10 contains 982 members Mstep: Class 13 contains 1176 members Mstep: Class 14 contains 679 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1113 members Mstep: Class 18 contains 585 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 1226 members Mstep: Class 21 contains 671 members Mstep: Class 23 contains 11453 members Entering Unmasked Estep ConsiderDeletion Score: -4138362.750000 Penalty: 25928.060547 Iteration 27Q: 16 clusters Score -4138363 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 1814 members Mstep: Class 4 contains 526 members Mstep: Class 5 contains 502 members Mstep: Class 6 contains 3697 members Mstep: Class 10 contains 964 members Mstep: Class 13 contains 1179 members Mstep: Class 14 contains 688 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1112 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 1222 members Mstep: Class 21 contains 669 members Mstep: Class 23 contains 11466 members Entering Unmasked Estep ConsiderDeletion Score: -4138441.500000 Penalty: 25928.060547 Iteration 28Q: 16 clusters Score -4138442 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1814 members Mstep: Class 4 contains 530 members Mstep: Class 5 contains 502 members Mstep: Class 6 contains 3696 members Mstep: Class 10 contains 946 members Mstep: Class 13 contains 1179 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1114 members Mstep: Class 18 contains 591 members Mstep: Class 19 contains 1083 members Mstep: Class 20 contains 1218 members Mstep: Class 21 contains 667 members Mstep: Class 23 contains 11477 members Entering Unmasked Estep ConsiderDeletion Score: -4138484.000000 Penalty: 25928.060547 Iteration 29Q: 16 clusters Score -4138484 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 1816 members Mstep: Class 4 contains 533 members Mstep: Class 5 contains 502 members Mstep: Class 6 contains 3694 members Mstep: Class 10 contains 929 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 713 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1114 members Mstep: Class 18 contains 591 members Mstep: Class 19 contains 1080 members Mstep: Class 20 contains 1216 members Mstep: Class 21 contains 665 members Mstep: Class 23 contains 11491 members Entering Unmasked Estep ConsiderDeletion Score: -4138500.000000 Penalty: 25928.060547 Iteration 30Q: 16 clusters Score -4138500 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1818 members Mstep: Class 4 contains 533 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 3692 members Mstep: Class 10 contains 910 members Mstep: Class 13 contains 1184 members Mstep: Class 14 contains 724 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1110 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 1079 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 665 members Mstep: Class 23 contains 11506 members Entering Unmasked Estep ConsiderDeletion Score: -4138522.000000 Penalty: 25928.060547 Iteration 31Q: 16 clusters Score -4138522 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 1820 members Mstep: Class 4 contains 534 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3690 members Mstep: Class 10 contains 900 members Mstep: Class 13 contains 1184 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1105 members Mstep: Class 18 contains 589 members Mstep: Class 19 contains 1079 members Mstep: Class 20 contains 1218 members Mstep: Class 21 contains 664 members Mstep: Class 23 contains 11518 members Entering Unmasked Estep ConsiderDeletion Score: -4138536.000000 Penalty: 25928.060547 Iteration 32Q: 16 clusters Score -4138536 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 1822 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3688 members Mstep: Class 10 contains 889 members Mstep: Class 13 contains 1184 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1100 members Mstep: Class 18 contains 587 members Mstep: Class 19 contains 1078 members Mstep: Class 20 contains 1218 members Mstep: Class 21 contains 662 members Mstep: Class 23 contains 11530 members Entering Unmasked Estep ConsiderDeletion Score: -4138551.250000 Penalty: 25928.060547 Iteration 33Q: 16 clusters Score -4138551 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 10 contains 874 members Mstep: Class 13 contains 1183 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 4987 members Mstep: Class 17 contains 1100 members Mstep: Class 18 contains 585 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 656 members Mstep: Class 23 contains 11547 members Entering Unmasked Estep ConsiderDeletion Score: -4138568.500000 Penalty: 25928.060547 Iteration 34Q: 16 clusters Score -4138568 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 1827 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 10 contains 861 members Mstep: Class 13 contains 1183 members Mstep: Class 14 contains 750 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1101 members Mstep: Class 18 contains 588 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1212 members Mstep: Class 21 contains 647 members Mstep: Class 23 contains 11561 members Entering Unmasked Estep ConsiderDeletion Score: -4138595.250000 Penalty: 25928.060547 Iteration 35Q: 16 clusters Score -4138595 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1827 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 10 contains 848 members Mstep: Class 13 contains 1183 members Mstep: Class 14 contains 763 members Mstep: Class 15 contains 4989 members Mstep: Class 17 contains 1100 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1211 members Mstep: Class 21 contains 635 members Mstep: Class 23 contains 11571 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1715.418457 but Gain 1728.539062 Score: -4138639.750000 Penalty: 24199.521484 Iteration 36Q: 15 clusters Score -4138640 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 1827 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1183 members Mstep: Class 14 contains 777 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1116 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1303 members Mstep: Class 21 contains 623 members Mstep: Class 23 contains 12291 members Entering Unmasked Estep ConsiderDeletion Score: -4139959.250000 Penalty: 24199.521484 Iteration 37Q: 15 clusters Score -4139959 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 1829 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1183 members Mstep: Class 14 contains 794 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1105 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1272 members Mstep: Class 21 contains 608 members Mstep: Class 23 contains 12323 members Entering Unmasked Estep ConsiderDeletion Score: -4140046.250000 Penalty: 24199.521484 Iteration 38Q: 15 clusters Score -4140046 nChanged 61 Entering ConstructFrom: Score: -4140046.250000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 1 (11138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Entering Unmasked Estep Score: -1170843.500000 Penalty: 1514.194214 Iteration 0F: 2 clusters Score -1170844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -1162995.500000 Penalty: 3028.388428 Iteration 0F: 3 clusters Score -1162996 nChanged 4864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1165745.125000 Penalty: 3028.388428 Iteration 1F: 3 clusters Score -1165745 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -1166079.500000 Penalty: 3028.388428 Iteration 2F: 3 clusters Score -1166080 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -1166459.750000 Penalty: 3028.388428 Iteration 3F: 3 clusters Score -1166460 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -1166896.625000 Penalty: 3028.388428 Iteration 4F: 3 clusters Score -1166897 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1167450.625000 Penalty: 3028.388428 Iteration 5F: 3 clusters Score -1167451 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1168130.750000 Penalty: 3028.388428 Iteration 6F: 3 clusters Score -1168131 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1168860.750000 Penalty: 3028.388428 Iteration 7F: 3 clusters Score -1168861 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1169401.375000 Penalty: 3028.388428 Iteration 8F: 3 clusters Score -1169401 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1169709.875000 Penalty: 3028.388428 Iteration 9Q: 3 clusters Score -1169710 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1169866.250000 Penalty: 3028.388428 Iteration 10Q: 3 clusters Score -1169866 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -1169974.625000 Penalty: 3028.388428 Iteration 11Q: 3 clusters Score -1169975 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1170042.875000 Penalty: 3028.388428 Iteration 12Q: 3 clusters Score -1170043 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1170092.500000 Penalty: 3028.388428 Iteration 13Q: 3 clusters Score -1170092 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1170129.875000 Penalty: 3028.388428 Iteration 14Q: 3 clusters Score -1170130 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1170159.750000 Penalty: 3028.388428 Iteration 15Q: 3 clusters Score -1170160 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1170185.250000 Penalty: 3028.388428 Iteration 16Q: 3 clusters Score -1170185 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1170208.125000 Penalty: 3028.388428 Iteration 17Q: 3 clusters Score -1170208 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1170222.000000 Penalty: 3028.388428 Iteration 18Q: 3 clusters Score -1170222 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1170232.000000 Penalty: 3028.388428 Iteration 19Q: 3 clusters Score -1170232 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1170242.375000 Penalty: 3028.388428 Iteration 20F: 3 clusters Score -1170242 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -1170252.625000 Penalty: 3028.388428 Iteration 21Q: 3 clusters Score -1170253 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1170258.000000 Penalty: 3028.388428 Iteration 22Q: 3 clusters Score -1170258 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1170261.500000 Penalty: 3028.388428 Iteration 23Q: 3 clusters Score -1170262 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1170266.500000 Penalty: 3028.388428 Iteration 24Q: 3 clusters Score -1170266 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1170266.375000 Penalty: 3028.388428 Iteration 25Q: 3 clusters Score -1170266 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1170270.750000 Penalty: 3028.388428 Iteration 26Q: 3 clusters Score -1170271 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -1170272.000000 Penalty: 3028.388428 Iteration 27Q: 3 clusters Score -1170272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1170276.000000 Penalty: 3028.388428 Iteration 28Q: 3 clusters Score -1170276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1170278.625000 Penalty: 3028.388428 Iteration 29Q: 3 clusters Score -1170279 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1170279.375000 Penalty: 3028.388428 Iteration 30Q: 3 clusters Score -1170279 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1170279.875000 Penalty: 3028.388428 Iteration 31Q: 3 clusters Score -1170280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1170283.000000 Penalty: 3028.388428 Iteration 32Q: 3 clusters Score -1170283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1170282.000000 Penalty: 3028.388428 Iteration 33Q: 3 clusters Score -1170282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1170284.375000 Penalty: 3028.388428 Iteration 34Q: 3 clusters Score -1170284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1170284.375000 Penalty: 3028.388428 Iteration 35F: 3 clusters Score -1170284 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -190738.734375 Penalty: 1220.622803 Iteration 0F: 2 clusters Score -190738.7 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 902 members Entering Unmasked Estep Score: -188779.703125 Penalty: 2441.245605 Iteration 0F: 3 clusters Score -188779.7 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -189165.796875 Penalty: 2441.245605 Iteration 1F: 3 clusters Score -189165.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -189273.187500 Penalty: 2441.245605 Iteration 2F: 3 clusters Score -189273.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -189339.640625 Penalty: 2441.245605 Iteration 3Q: 3 clusters Score -189339.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -189392.062500 Penalty: 2441.245605 Iteration 4Q: 3 clusters Score -189392.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -189443.203125 Penalty: 2441.245605 Iteration 5Q: 3 clusters Score -189443.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -189496.796875 Penalty: 2441.245605 Iteration 6Q: 3 clusters Score -189496.8 nChanged 54 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: -189540.796875 Penalty: 2441.245605 Iteration 7Q: 3 clusters Score -189540.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -189577.218750 Penalty: 2441.245605 Iteration 8Q: 3 clusters Score -189577.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -189613.015625 Penalty: 2441.245605 Iteration 9Q: 3 clusters Score -189613 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -189638.468750 Penalty: 2441.245605 Iteration 10Q: 3 clusters Score -189638.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -189660.312500 Penalty: 2441.245605 Iteration 11Q: 3 clusters Score -189660.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -189679.906250 Penalty: 2441.245605 Iteration 12Q: 3 clusters Score -189679.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -189695.875000 Penalty: 2441.245605 Iteration 13Q: 3 clusters Score -189695.9 nChanged 22 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: -189713.687500 Penalty: 2441.245605 Iteration 14Q: 3 clusters Score -189713.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -189734.156250 Penalty: 2441.245605 Iteration 15Q: 3 clusters Score -189734.2 nChanged 23 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: -189753.203125 Penalty: 2441.245605 Iteration 16Q: 3 clusters Score -189753.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -189767.671875 Penalty: 2441.245605 Iteration 17Q: 3 clusters Score -189767.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -189778.140625 Penalty: 2441.245605 Iteration 18Q: 3 clusters Score -189778.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -189781.468750 Penalty: 2441.245605 Iteration 19Q: 3 clusters Score -189781.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -189784.234375 Penalty: 2441.245605 Iteration 20F: 3 clusters Score -189784.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -189786.187500 Penalty: 2441.245605 Iteration 21Q: 3 clusters Score -189786.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -189788.562500 Penalty: 2441.245605 Iteration 22Q: 3 clusters Score -189788.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -189791.500000 Penalty: 2441.245605 Iteration 23Q: 3 clusters Score -189791.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -189794.937500 Penalty: 2441.245605 Iteration 24Q: 3 clusters Score -189794.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -189795.953125 Penalty: 2441.245605 Iteration 25Q: 3 clusters Score -189796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -189795.953125 Penalty: 2441.245605 Iteration 26F: 3 clusters Score -189796 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Entering Unmasked Estep Score: -49937.148438 Penalty: 1021.776978 Iteration 0F: 2 clusters Score -49937.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -48863.902344 Penalty: 2043.553955 Iteration 0F: 3 clusters Score -48863.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -49052.886719 Penalty: 2043.553955 Iteration 1F: 3 clusters Score -49052.89 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -49124.265625 Penalty: 2043.553955 Iteration 2F: 3 clusters Score -49124.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -49173.625000 Penalty: 2043.553955 Iteration 3Q: 3 clusters Score -49173.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -49215.886719 Penalty: 2043.553955 Iteration 4Q: 3 clusters Score -49215.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -49252.261719 Penalty: 2043.553955 Iteration 5Q: 3 clusters Score -49252.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -49297.371094 Penalty: 2043.553955 Iteration 6Q: 3 clusters Score -49297.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -49316.343750 Penalty: 2043.553955 Iteration 7Q: 3 clusters Score -49316.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -49340.742188 Penalty: 2043.553955 Iteration 8Q: 3 clusters Score -49340.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -49376.843750 Penalty: 2043.553955 Iteration 9Q: 3 clusters Score -49376.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -49393.000000 Penalty: 2043.553955 Iteration 10Q: 3 clusters Score -49393 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -49401.667969 Penalty: 2043.553955 Iteration 11Q: 3 clusters Score -49401.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -49402.789062 Penalty: 2043.553955 Iteration 12Q: 3 clusters Score -49402.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -49406.605469 Penalty: 2043.553955 Iteration 13Q: 3 clusters Score -49406.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -49412.445312 Penalty: 2043.553955 Iteration 14Q: 3 clusters Score -49412.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -49413.367188 Penalty: 2043.553955 Iteration 15Q: 3 clusters Score -49413.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -49425.863281 Penalty: 2043.553955 Iteration 16F: 3 clusters Score -49425.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -49460.097656 Penalty: 2043.553955 Iteration 17Q: 3 clusters Score -49460.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -49467.261719 Penalty: 2043.553955 Iteration 18Q: 3 clusters Score -49467.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -49480.429688 Penalty: 2043.553955 Iteration 19Q: 3 clusters Score -49480.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -49496.195312 Penalty: 2043.553955 Iteration 20F: 3 clusters Score -49496.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -49504.425781 Penalty: 2043.553955 Iteration 21Q: 3 clusters Score -49504.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -49509.832031 Penalty: 2043.553955 Iteration 22Q: 3 clusters Score -49509.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -49510.726562 Penalty: 2043.553955 Iteration 23Q: 3 clusters Score -49510.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -49511.714844 Penalty: 2043.553955 Iteration 24Q: 3 clusters Score -49511.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -49511.714844 Penalty: 2043.553955 Iteration 25F: 3 clusters Score -49511.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Entering Unmasked Estep Score: -48469.863281 Penalty: 1009.873840 Iteration 0F: 2 clusters Score -48469.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -47450.207031 Penalty: 2019.747681 Iteration 0F: 3 clusters Score -47450.21 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -47772.363281 Penalty: 2019.747681 Iteration 1F: 3 clusters Score -47772.36 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -48160.246094 Penalty: 2019.747681 Iteration 2F: 3 clusters Score -48160.25 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -48571.312500 Penalty: 2019.747681 Iteration 3F: 3 clusters Score -48571.31 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -48758.644531 Penalty: 2019.747681 Iteration 4F: 3 clusters Score -48758.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -48827.937500 Penalty: 2019.747681 Iteration 5Q: 3 clusters Score -48827.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -48926.335938 Penalty: 2019.747681 Iteration 6Q: 3 clusters Score -48926.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -48973.632812 Penalty: 2019.747681 Iteration 7Q: 3 clusters Score -48973.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -48989.632812 Penalty: 2019.747681 Iteration 8Q: 3 clusters Score -48989.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -49011.117188 Penalty: 2019.747681 Iteration 9Q: 3 clusters Score -49011.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -49011.902344 Penalty: 2019.747681 Iteration 10Q: 3 clusters Score -49011.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -49013.343750 Penalty: 2019.747681 Iteration 11Q: 3 clusters Score -49013.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -49013.343750 Penalty: 2019.747681 Iteration 12F: 3 clusters Score -49013.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1829 members Mstep: Class 3 contains 384 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 116 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 804 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1252 members Mstep: Class 21 contains 600 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep Score: -4139893.250000 Penalty: 25928.060547 Splitting cluster 5 changes total score from -4140046.250000 to -4139893.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Entering Unmasked Estep Score: -379566.062500 Penalty: 1334.498291 Iteration 0F: 2 clusters Score -379566.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -376422.625000 Penalty: 2668.996582 Iteration 0F: 3 clusters Score -376422.6 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -377343.968750 Penalty: 2668.996582 Iteration 1F: 3 clusters Score -377344 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -377608.281250 Penalty: 2668.996582 Iteration 2F: 3 clusters Score -377608.3 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -377831.375000 Penalty: 2668.996582 Iteration 3F: 3 clusters Score -377831.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -378057.343750 Penalty: 2668.996582 Iteration 4F: 3 clusters Score -378057.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -378285.906250 Penalty: 2668.996582 Iteration 5F: 3 clusters Score -378285.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -378521.781250 Penalty: 2668.996582 Iteration 6F: 3 clusters Score -378521.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -378710.218750 Penalty: 2668.996582 Iteration 7F: 3 clusters Score -378710.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -378837.375000 Penalty: 2668.996582 Iteration 8Q: 3 clusters Score -378837.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -378913.812500 Penalty: 2668.996582 Iteration 9Q: 3 clusters Score -378913.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -378964.031250 Penalty: 2668.996582 Iteration 10Q: 3 clusters Score -378964 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -379000.625000 Penalty: 2668.996582 Iteration 11Q: 3 clusters Score -379000.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -379026.406250 Penalty: 2668.996582 Iteration 12Q: 3 clusters Score -379026.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -379039.625000 Penalty: 2668.996582 Iteration 13Q: 3 clusters Score -379039.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -379047.250000 Penalty: 2668.996582 Iteration 14Q: 3 clusters Score -379047.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -379054.031250 Penalty: 2668.996582 Iteration 15Q: 3 clusters Score -379054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -379060.687500 Penalty: 2668.996582 Iteration 16Q: 3 clusters Score -379060.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -379069.062500 Penalty: 2668.996582 Iteration 17Q: 3 clusters Score -379069.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -379074.281250 Penalty: 2668.996582 Iteration 18Q: 3 clusters Score -379074.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -379077.937500 Penalty: 2668.996582 Iteration 19Q: 3 clusters Score -379077.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -379081.937500 Penalty: 2668.996582 Iteration 20F: 3 clusters Score -379081.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -379085.031250 Penalty: 2668.996582 Iteration 21Q: 3 clusters Score -379085 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -379089.093750 Penalty: 2668.996582 Iteration 22Q: 3 clusters Score -379089.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -379093.468750 Penalty: 2668.996582 Iteration 23Q: 3 clusters Score -379093.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -379097.781250 Penalty: 2668.996582 Iteration 24Q: 3 clusters Score -379097.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -379100.500000 Penalty: 2668.996582 Iteration 25Q: 3 clusters Score -379100.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -379104.406250 Penalty: 2668.996582 Iteration 26Q: 3 clusters Score -379104.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -379111.343750 Penalty: 2668.996582 Iteration 27Q: 3 clusters Score -379111.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -379119.593750 Penalty: 2668.996582 Iteration 28Q: 3 clusters Score -379119.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -379125.562500 Penalty: 2668.996582 Iteration 29Q: 3 clusters Score -379125.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -379131.781250 Penalty: 2668.996582 Iteration 30Q: 3 clusters Score -379131.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -379140.437500 Penalty: 2668.996582 Iteration 31Q: 3 clusters Score -379140.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -379145.625000 Penalty: 2668.996582 Iteration 32Q: 3 clusters Score -379145.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -379155.218750 Penalty: 2668.996582 Iteration 33Q: 3 clusters Score -379155.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -379163.031250 Penalty: 2668.996582 Iteration 34Q: 3 clusters Score -379163 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -379169.968750 Penalty: 2668.996582 Iteration 35Q: 3 clusters Score -379170 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -379178.656250 Penalty: 2668.996582 Iteration 36Q: 3 clusters Score -379178.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -379188.625000 Penalty: 2668.996582 Iteration 37Q: 3 clusters Score -379188.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -379196.187500 Penalty: 2668.996582 Iteration 38Q: 3 clusters Score -379196.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -379203.593750 Penalty: 2668.996582 Iteration 39Q: 3 clusters Score -379203.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -379207.125000 Penalty: 2668.996582 Iteration 40F: 3 clusters Score -379207.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -379210.750000 Penalty: 2668.996582 Iteration 41Q: 3 clusters Score -379210.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -379214.906250 Penalty: 2668.996582 Iteration 42Q: 3 clusters Score -379214.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -379219.062500 Penalty: 2668.996582 Iteration 43Q: 3 clusters Score -379219.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -379219.687500 Penalty: 2668.996582 Iteration 44Q: 3 clusters Score -379219.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -379221.687500 Penalty: 2668.996582 Iteration 45Q: 3 clusters Score -379221.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -379223.906250 Penalty: 2668.996582 Iteration 46Q: 3 clusters Score -379223.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -379224.843750 Penalty: 2668.996582 Iteration 47Q: 3 clusters Score -379224.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -379225.093750 Penalty: 2668.996582 Iteration 48Q: 3 clusters Score -379225.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -379226.156250 Penalty: 2668.996582 Iteration 49Q: 3 clusters Score -379226.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -379225.968750 Penalty: 2668.996582 Iteration 50Q: 3 clusters Score -379226 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -379226.750000 Penalty: 2668.996582 Iteration 51Q: 3 clusters Score -379226.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -379227.687500 Penalty: 2668.996582 Iteration 52Q: 3 clusters Score -379227.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -379228.187500 Penalty: 2668.996582 Iteration 53Q: 3 clusters Score -379228.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -379228.500000 Penalty: 2668.996582 Iteration 54Q: 3 clusters Score -379228.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -379228.500000 Penalty: 2668.996582 Iteration 55F: 3 clusters Score -379228.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -120796.585938 Penalty: 1149.681519 Iteration 0F: 2 clusters Score -120796.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -119238.062500 Penalty: 2299.363037 Iteration 0F: 3 clusters Score -119238.1 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -119489.984375 Penalty: 2299.363037 Iteration 1F: 3 clusters Score -119490 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -119560.750000 Penalty: 2299.363037 Iteration 2F: 3 clusters Score -119560.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -119604.171875 Penalty: 2299.363037 Iteration 3Q: 3 clusters Score -119604.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -119633.414062 Penalty: 2299.363037 Iteration 4Q: 3 clusters Score -119633.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -119650.039062 Penalty: 2299.363037 Iteration 5Q: 3 clusters Score -119650 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -119661.390625 Penalty: 2299.363037 Iteration 6Q: 3 clusters Score -119661.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -119674.523438 Penalty: 2299.363037 Iteration 7Q: 3 clusters Score -119674.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -119688.554688 Penalty: 2299.363037 Iteration 8Q: 3 clusters Score -119688.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -119696.156250 Penalty: 2299.363037 Iteration 9Q: 3 clusters Score -119696.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -119699.914062 Penalty: 2299.363037 Iteration 10Q: 3 clusters Score -119699.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -119702.906250 Penalty: 2299.363037 Iteration 11Q: 3 clusters Score -119702.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -119704.625000 Penalty: 2299.363037 Iteration 12Q: 3 clusters Score -119704.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -119705.117188 Penalty: 2299.363037 Iteration 13Q: 3 clusters Score -119705.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -119705.359375 Penalty: 2299.363037 Iteration 14Q: 3 clusters Score -119705.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -119705.359375 Penalty: 2299.363037 Iteration 15F: 3 clusters Score -119705.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Entering Unmasked Estep Score: -71383.851562 Penalty: 1087.059814 Iteration 0F: 2 clusters Score -71383.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -70128.000000 Penalty: 2174.119629 Iteration 0F: 3 clusters Score -70128 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -70485.625000 Penalty: 2174.119629 Iteration 1F: 3 clusters Score -70485.62 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70685.117188 Penalty: 2174.119629 Iteration 2F: 3 clusters Score -70685.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70941.507812 Penalty: 2174.119629 Iteration 3F: 3 clusters Score -70941.51 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -71202.140625 Penalty: 2174.119629 Iteration 4F: 3 clusters Score -71202.14 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -71300.835938 Penalty: 2174.119629 Iteration 5Q: 3 clusters Score -71300.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -71363.750000 Penalty: 2174.119629 Iteration 6Q: 3 clusters Score -71363.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -71388.945312 Penalty: 2174.119629 Iteration 7Q: 3 clusters Score -71388.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -71404.890625 Penalty: 2174.119629 Iteration 8Q: 3 clusters Score -71404.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -71414.750000 Penalty: 2174.119629 Iteration 9Q: 3 clusters Score -71414.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -71418.359375 Penalty: 2174.119629 Iteration 10Q: 3 clusters Score -71418.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -71426.250000 Penalty: 2174.119629 Iteration 11Q: 3 clusters Score -71426.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -71426.250000 Penalty: 2174.119629 Iteration 12F: 3 clusters Score -71426.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1829 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 422 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1252 members Mstep: Class 21 contains 600 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep Score: -4139467.000000 Penalty: 25928.060547 Splitting cluster 14 changes total score from -4140046.250000 to -4139467.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (4988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Entering Unmasked Estep Score: -503451.343750 Penalty: 1383.653442 Iteration 0F: 2 clusters Score -503451.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -499467.687500 Penalty: 2767.306885 Iteration 0F: 3 clusters Score -499467.7 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -500532.375000 Penalty: 2767.306885 Iteration 1F: 3 clusters Score -500532.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -500725.937500 Penalty: 2767.306885 Iteration 2F: 3 clusters Score -500725.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -500873.062500 Penalty: 2767.306885 Iteration 3F: 3 clusters Score -500873.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -500994.687500 Penalty: 2767.306885 Iteration 4Q: 3 clusters Score -500994.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -501095.343750 Penalty: 2767.306885 Iteration 5Q: 3 clusters Score -501095.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -501183.937500 Penalty: 2767.306885 Iteration 6Q: 3 clusters Score -501183.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -501287.250000 Penalty: 2767.306885 Iteration 7Q: 3 clusters Score -501287.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -501395.218750 Penalty: 2767.306885 Iteration 8Q: 3 clusters Score -501395.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -501514.187500 Penalty: 2767.306885 Iteration 9Q: 3 clusters Score -501514.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -501616.062500 Penalty: 2767.306885 Iteration 10Q: 3 clusters Score -501616.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -501705.218750 Penalty: 2767.306885 Iteration 11Q: 3 clusters Score -501705.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -501814.906250 Penalty: 2767.306885 Iteration 12Q: 3 clusters Score -501814.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -501910.750000 Penalty: 2767.306885 Iteration 13Q: 3 clusters Score -501910.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -501974.375000 Penalty: 2767.306885 Iteration 14Q: 3 clusters Score -501974.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -502028.937500 Penalty: 2767.306885 Iteration 15Q: 3 clusters Score -502028.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -502075.968750 Penalty: 2767.306885 Iteration 16Q: 3 clusters Score -502076 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -502116.156250 Penalty: 2767.306885 Iteration 17Q: 3 clusters Score -502116.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -502145.281250 Penalty: 2767.306885 Iteration 18Q: 3 clusters Score -502145.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -502165.093750 Penalty: 2767.306885 Iteration 19Q: 3 clusters Score -502165.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -502178.093750 Penalty: 2767.306885 Iteration 20F: 3 clusters Score -502178.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -502187.718750 Penalty: 2767.306885 Iteration 21Q: 3 clusters Score -502187.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -502194.750000 Penalty: 2767.306885 Iteration 22Q: 3 clusters Score -502194.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -502201.156250 Penalty: 2767.306885 Iteration 23Q: 3 clusters Score -502201.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -502205.937500 Penalty: 2767.306885 Iteration 24Q: 3 clusters Score -502205.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -502210.250000 Penalty: 2767.306885 Iteration 25Q: 3 clusters Score -502210.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -502212.593750 Penalty: 2767.306885 Iteration 26Q: 3 clusters Score -502212.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -502215.968750 Penalty: 2767.306885 Iteration 27Q: 3 clusters Score -502216 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -502217.875000 Penalty: 2767.306885 Iteration 28Q: 3 clusters Score -502217.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -502220.843750 Penalty: 2767.306885 Iteration 29Q: 3 clusters Score -502220.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -502221.718750 Penalty: 2767.306885 Iteration 30Q: 3 clusters Score -502221.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -502222.593750 Penalty: 2767.306885 Iteration 31Q: 3 clusters Score -502222.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -502222.968750 Penalty: 2767.306885 Iteration 32Q: 3 clusters Score -502223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -502223.218750 Penalty: 2767.306885 Iteration 33Q: 3 clusters Score -502223.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -502223.187500 Penalty: 2767.306885 Iteration 34Q: 3 clusters Score -502223.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -502223.812500 Penalty: 2767.306885 Iteration 35Q: 3 clusters Score -502223.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -502223.750000 Penalty: 2767.306885 Iteration 36Q: 3 clusters Score -502223.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -502223.750000 Penalty: 2767.306885 Iteration 37F: 3 clusters Score -502223.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Entering Unmasked Estep Score: -108805.992188 Penalty: 1138.588013 Iteration 0F: 2 clusters Score -108806 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -107271.226562 Penalty: 2277.176025 Iteration 0F: 3 clusters Score -107271.2 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -107586.226562 Penalty: 2277.176025 Iteration 1F: 3 clusters Score -107586.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -107659.179688 Penalty: 2277.176025 Iteration 2F: 3 clusters Score -107659.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -107702.632812 Penalty: 2277.176025 Iteration 3Q: 3 clusters Score -107702.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -107732.257812 Penalty: 2277.176025 Iteration 4Q: 3 clusters Score -107732.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -107746.039062 Penalty: 2277.176025 Iteration 5Q: 3 clusters Score -107746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -107754.359375 Penalty: 2277.176025 Iteration 6Q: 3 clusters Score -107754.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -107766.203125 Penalty: 2277.176025 Iteration 7Q: 3 clusters Score -107766.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -107772.929688 Penalty: 2277.176025 Iteration 8Q: 3 clusters Score -107772.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -107779.507812 Penalty: 2277.176025 Iteration 9Q: 3 clusters Score -107779.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -107785.242188 Penalty: 2277.176025 Iteration 10Q: 3 clusters Score -107785.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -107789.320312 Penalty: 2277.176025 Iteration 11Q: 3 clusters Score -107789.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -107790.859375 Penalty: 2277.176025 Iteration 12Q: 3 clusters Score -107790.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -107791.953125 Penalty: 2277.176025 Iteration 13Q: 3 clusters Score -107792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -107793.312500 Penalty: 2277.176025 Iteration 14Q: 3 clusters Score -107793.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -107799.148438 Penalty: 2277.176025 Iteration 15Q: 3 clusters Score -107799.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -107804.500000 Penalty: 2277.176025 Iteration 16Q: 3 clusters Score -107804.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -107809.953125 Penalty: 2277.176025 Iteration 17Q: 3 clusters Score -107810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -107817.812500 Penalty: 2277.176025 Iteration 18Q: 3 clusters Score -107817.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -107826.070312 Penalty: 2277.176025 Iteration 19Q: 3 clusters Score -107826.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -107835.875000 Penalty: 2277.176025 Iteration 20F: 3 clusters Score -107835.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -107843.921875 Penalty: 2277.176025 Iteration 21Q: 3 clusters Score -107843.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -107847.281250 Penalty: 2277.176025 Iteration 22Q: 3 clusters Score -107847.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -107855.054688 Penalty: 2277.176025 Iteration 23Q: 3 clusters Score -107855.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -107864.546875 Penalty: 2277.176025 Iteration 24Q: 3 clusters Score -107864.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -107873.671875 Penalty: 2277.176025 Iteration 25Q: 3 clusters Score -107873.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -107878.328125 Penalty: 2277.176025 Iteration 26Q: 3 clusters Score -107878.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -107880.765625 Penalty: 2277.176025 Iteration 27Q: 3 clusters Score -107880.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -107884.914062 Penalty: 2277.176025 Iteration 28Q: 3 clusters Score -107884.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -107889.812500 Penalty: 2277.176025 Iteration 29Q: 3 clusters Score -107889.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -107896.226562 Penalty: 2277.176025 Iteration 30Q: 3 clusters Score -107896.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -107901.515625 Penalty: 2277.176025 Iteration 31Q: 3 clusters Score -107901.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -107901.515625 Penalty: 2277.176025 Iteration 32F: 3 clusters Score -107901.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -58511.347656 Penalty: 1040.849609 Iteration 0F: 2 clusters Score -58511.35 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 272 members Entering Unmasked Estep Score: -57323.367188 Penalty: 2081.699219 Iteration 0F: 3 clusters Score -57323.37 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -57539.191406 Penalty: 2081.699219 Iteration 1F: 3 clusters Score -57539.19 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -57617.648438 Penalty: 2081.699219 Iteration 2F: 3 clusters Score -57617.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -57653.890625 Penalty: 2081.699219 Iteration 3Q: 3 clusters Score -57653.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -57681.347656 Penalty: 2081.699219 Iteration 4Q: 3 clusters Score -57681.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -57695.707031 Penalty: 2081.699219 Iteration 5Q: 3 clusters Score -57695.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -57703.074219 Penalty: 2081.699219 Iteration 6Q: 3 clusters Score -57703.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -57706.695312 Penalty: 2081.699219 Iteration 7Q: 3 clusters Score -57706.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -57708.273438 Penalty: 2081.699219 Iteration 8Q: 3 clusters Score -57708.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -57713.070312 Penalty: 2081.699219 Iteration 9Q: 3 clusters Score -57713.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -57716.687500 Penalty: 2081.699219 Iteration 10Q: 3 clusters Score -57716.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -57722.472656 Penalty: 2081.699219 Iteration 11Q: 3 clusters Score -57722.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -57725.937500 Penalty: 2081.699219 Iteration 12Q: 3 clusters Score -57725.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -57734.292969 Penalty: 2081.699219 Iteration 13Q: 3 clusters Score -57734.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -57740.894531 Penalty: 2081.699219 Iteration 14Q: 3 clusters Score -57740.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -57744.078125 Penalty: 2081.699219 Iteration 15Q: 3 clusters Score -57744.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -57752.410156 Penalty: 2081.699219 Iteration 16Q: 3 clusters Score -57752.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -57755.871094 Penalty: 2081.699219 Iteration 17Q: 3 clusters Score -57755.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -57759.671875 Penalty: 2081.699219 Iteration 18Q: 3 clusters Score -57759.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57769.593750 Penalty: 2081.699219 Iteration 19Q: 3 clusters Score -57769.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -57774.328125 Penalty: 2081.699219 Iteration 20F: 3 clusters Score -57774.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -57776.570312 Penalty: 2081.699219 Iteration 21Q: 3 clusters Score -57776.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -57776.570312 Penalty: 2081.699219 Iteration 22F: 3 clusters Score -57776.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Entering Unmasked Estep Score: -110513.539062 Penalty: 1134.564331 Iteration 0F: 2 clusters Score -110513.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -109031.671875 Penalty: 2269.128662 Iteration 0F: 3 clusters Score -109031.7 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -109274.523438 Penalty: 2269.128662 Iteration 1F: 3 clusters Score -109274.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -109344.929688 Penalty: 2269.128662 Iteration 2F: 3 clusters Score -109344.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -109390.187500 Penalty: 2269.128662 Iteration 3Q: 3 clusters Score -109390.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -109415.929688 Penalty: 2269.128662 Iteration 4Q: 3 clusters Score -109415.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -109429.226562 Penalty: 2269.128662 Iteration 5Q: 3 clusters Score -109429.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -109437.984375 Penalty: 2269.128662 Iteration 6Q: 3 clusters Score -109438 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -109445.531250 Penalty: 2269.128662 Iteration 7Q: 3 clusters Score -109445.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -109450.804688 Penalty: 2269.128662 Iteration 8Q: 3 clusters Score -109450.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -109451.703125 Penalty: 2269.128662 Iteration 9Q: 3 clusters Score -109451.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -109452.125000 Penalty: 2269.128662 Iteration 10Q: 3 clusters Score -109452.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -109453.257812 Penalty: 2269.128662 Iteration 11Q: 3 clusters Score -109453.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -109457.125000 Penalty: 2269.128662 Iteration 12Q: 3 clusters Score -109457.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -109458.304688 Penalty: 2269.128662 Iteration 13Q: 3 clusters Score -109458.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -109461.890625 Penalty: 2269.128662 Iteration 14Q: 3 clusters Score -109461.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -109462.882812 Penalty: 2269.128662 Iteration 15Q: 3 clusters Score -109462.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -109462.882812 Penalty: 2269.128662 Iteration 16F: 3 clusters Score -109462.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Entering Unmasked Estep Score: -117619.851562 Penalty: 1159.030884 Iteration 0F: 2 clusters Score -117619.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -116028.132812 Penalty: 2318.061768 Iteration 0F: 3 clusters Score -116028.1 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -116321.554688 Penalty: 2318.061768 Iteration 1F: 3 clusters Score -116321.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -116385.054688 Penalty: 2318.061768 Iteration 2F: 3 clusters Score -116385.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -116424.906250 Penalty: 2318.061768 Iteration 3Q: 3 clusters Score -116424.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -116448.218750 Penalty: 2318.061768 Iteration 4Q: 3 clusters Score -116448.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -116460.460938 Penalty: 2318.061768 Iteration 5Q: 3 clusters Score -116460.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -116470.734375 Penalty: 2318.061768 Iteration 6Q: 3 clusters Score -116470.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -116481.671875 Penalty: 2318.061768 Iteration 7Q: 3 clusters Score -116481.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -116490.906250 Penalty: 2318.061768 Iteration 8Q: 3 clusters Score -116490.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -116492.726562 Penalty: 2318.061768 Iteration 9Q: 3 clusters Score -116492.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -116496.250000 Penalty: 2318.061768 Iteration 10Q: 3 clusters Score -116496.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -116498.359375 Penalty: 2318.061768 Iteration 11Q: 3 clusters Score -116498.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -116500.843750 Penalty: 2318.061768 Iteration 12Q: 3 clusters Score -116500.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -116503.312500 Penalty: 2318.061768 Iteration 13Q: 3 clusters Score -116503.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -116507.171875 Penalty: 2318.061768 Iteration 14Q: 3 clusters Score -116507.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -116508.882812 Penalty: 2318.061768 Iteration 15Q: 3 clusters Score -116508.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -116512.312500 Penalty: 2318.061768 Iteration 16Q: 3 clusters Score -116512.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -116513.679688 Penalty: 2318.061768 Iteration 17Q: 3 clusters Score -116513.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -116515.812500 Penalty: 2318.061768 Iteration 18Q: 3 clusters Score -116515.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -116516.039062 Penalty: 2318.061768 Iteration 19Q: 3 clusters Score -116516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -116516.039062 Penalty: 2318.061768 Iteration 20F: 3 clusters Score -116516 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Entering Unmasked Estep Score: -57259.621094 Penalty: 1039.501099 Iteration 0F: 2 clusters Score -57259.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -56122.875000 Penalty: 2079.002197 Iteration 0F: 3 clusters Score -56122.88 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -56346.152344 Penalty: 2079.002197 Iteration 1F: 3 clusters Score -56346.15 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -56527.675781 Penalty: 2079.002197 Iteration 2F: 3 clusters Score -56527.68 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -56742.214844 Penalty: 2079.002197 Iteration 3F: 3 clusters Score -56742.21 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -57003.773438 Penalty: 2079.002197 Iteration 4F: 3 clusters Score -57003.77 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -57361.007812 Penalty: 2079.002197 Iteration 5F: 3 clusters Score -57361.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -57557.906250 Penalty: 2079.002197 Iteration 6F: 3 clusters Score -57557.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -57643.589844 Penalty: 2079.002197 Iteration 7Q: 3 clusters Score -57643.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -57664.183594 Penalty: 2079.002197 Iteration 8Q: 3 clusters Score -57664.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -57664.183594 Penalty: 2079.002197 Iteration 9F: 3 clusters Score -57664.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1829 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 804 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1252 members Mstep: Class 21 contains 431 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep Score: -4139784.500000 Penalty: 25928.060547 Splitting cluster 21 changes total score from -4140046.250000 to -4139784.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (12344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Entering Unmasked Estep Score: -1243979.000000 Penalty: 1530.900391 Iteration 0F: 2 clusters Score -1243979 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -1235302.500000 Penalty: 3061.800781 Iteration 0F: 3 clusters Score -1235302 nChanged 5412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -1238215.750000 Penalty: 3061.800781 Iteration 1F: 3 clusters Score -1238216 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1238549.750000 Penalty: 3061.800781 Iteration 2F: 3 clusters Score -1238550 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1238895.625000 Penalty: 3061.800781 Iteration 3F: 3 clusters Score -1238896 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1239283.750000 Penalty: 3061.800781 Iteration 4F: 3 clusters Score -1239284 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1239694.500000 Penalty: 3061.800781 Iteration 5F: 3 clusters Score -1239694 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -1240186.000000 Penalty: 3061.800781 Iteration 6F: 3 clusters Score -1240186 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -1240676.500000 Penalty: 3061.800781 Iteration 7F: 3 clusters Score -1240676 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1241118.000000 Penalty: 3061.800781 Iteration 8Q: 3 clusters Score -1241118 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1241432.625000 Penalty: 3061.800781 Iteration 9Q: 3 clusters Score -1241433 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -1241609.875000 Penalty: 3061.800781 Iteration 10Q: 3 clusters Score -1241610 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -1241713.125000 Penalty: 3061.800781 Iteration 11Q: 3 clusters Score -1241713 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -1241779.000000 Penalty: 3061.800781 Iteration 12Q: 3 clusters Score -1241779 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -1241821.875000 Penalty: 3061.800781 Iteration 13Q: 3 clusters Score -1241822 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -1241853.625000 Penalty: 3061.800781 Iteration 14Q: 3 clusters Score -1241854 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -1241883.500000 Penalty: 3061.800781 Iteration 15Q: 3 clusters Score -1241884 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -1241902.625000 Penalty: 3061.800781 Iteration 16Q: 3 clusters Score -1241903 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -1241921.375000 Penalty: 3061.800781 Iteration 17Q: 3 clusters Score -1241921 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -1241942.750000 Penalty: 3061.800781 Iteration 18Q: 3 clusters Score -1241943 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -1241960.250000 Penalty: 3061.800781 Iteration 19Q: 3 clusters Score -1241960 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -1241979.625000 Penalty: 3061.800781 Iteration 20F: 3 clusters Score -1241980 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -1241993.000000 Penalty: 3061.800781 Iteration 21Q: 3 clusters Score -1241993 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -1242012.250000 Penalty: 3061.800781 Iteration 22Q: 3 clusters Score -1242012 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -1242017.125000 Penalty: 3061.800781 Iteration 23Q: 3 clusters Score -1242017 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -1242028.500000 Penalty: 3061.800781 Iteration 24Q: 3 clusters Score -1242028 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -1242041.000000 Penalty: 3061.800781 Iteration 25Q: 3 clusters Score -1242041 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 8230 members Entering Unmasked Estep Score: -1242051.375000 Penalty: 3061.800781 Iteration 26Q: 3 clusters Score -1242051 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -1242055.375000 Penalty: 3061.800781 Iteration 27Q: 3 clusters Score -1242055 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -1242064.000000 Penalty: 3061.800781 Iteration 28Q: 3 clusters Score -1242064 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -1242066.625000 Penalty: 3061.800781 Iteration 29Q: 3 clusters Score -1242067 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -1242066.375000 Penalty: 3061.800781 Iteration 30Q: 3 clusters Score -1242066 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -1242072.250000 Penalty: 3061.800781 Iteration 31Q: 3 clusters Score -1242072 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -1242078.875000 Penalty: 3061.800781 Iteration 32Q: 3 clusters Score -1242079 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -1242081.750000 Penalty: 3061.800781 Iteration 33Q: 3 clusters Score -1242082 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1242089.125000 Penalty: 3061.800781 Iteration 34Q: 3 clusters Score -1242089 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1242093.375000 Penalty: 3061.800781 Iteration 35Q: 3 clusters Score -1242093 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -1242095.250000 Penalty: 3061.800781 Iteration 36Q: 3 clusters Score -1242095 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -1242098.125000 Penalty: 3061.800781 Iteration 37Q: 3 clusters Score -1242098 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -1242098.125000 Penalty: 3061.800781 Iteration 38Q: 3 clusters Score -1242098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -1242096.875000 Penalty: 3061.800781 Iteration 39Q: 3 clusters Score -1242097 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -1242096.375000 Penalty: 3061.800781 Iteration 40F: 3 clusters Score -1242096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -1242096.875000 Penalty: 3061.800781 Iteration 41Q: 3 clusters Score -1242097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1242098.500000 Penalty: 3061.800781 Iteration 42Q: 3 clusters Score -1242098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -1242098.125000 Penalty: 3061.800781 Iteration 43Q: 3 clusters Score -1242098 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -1242102.000000 Penalty: 3061.800781 Iteration 44Q: 3 clusters Score -1242102 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -1242102.000000 Penalty: 3061.800781 Iteration 45F: 3 clusters Score -1242102 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1829 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 804 members Mstep: Class 15 contains 4988 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1252 members Mstep: Class 21 contains 600 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep ConsiderDeletion Score: -4140072.000000 Penalty: 24199.521484 Iteration 39Q: 15 clusters Score -4140072 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 1828 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1181 members Mstep: Class 14 contains 809 members Mstep: Class 15 contains 4989 members Mstep: Class 17 contains 1100 members Mstep: Class 18 contains 612 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 596 members Mstep: Class 23 contains 12345 members Entering Unmasked Estep ConsiderDeletion Score: -4140113.500000 Penalty: 24199.521484 Iteration 40F: 15 clusters Score -4140114 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1827 members Mstep: Class 4 contains 540 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1181 members Mstep: Class 14 contains 811 members Mstep: Class 15 contains 4989 members Mstep: Class 17 contains 1097 members Mstep: Class 18 contains 612 members Mstep: Class 19 contains 1078 members Mstep: Class 20 contains 1249 members Mstep: Class 21 contains 593 members Mstep: Class 23 contains 12345 members Entering Unmasked Estep ConsiderDeletion Score: -4140132.250000 Penalty: 24199.521484 Iteration 41Q: 15 clusters Score -4140132 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 1827 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3686 members Mstep: Class 13 contains 1184 members Mstep: Class 14 contains 812 members Mstep: Class 15 contains 4989 members Mstep: Class 17 contains 1096 members Mstep: Class 18 contains 615 members Mstep: Class 19 contains 1078 members Mstep: Class 20 contains 1248 members Mstep: Class 21 contains 591 members Mstep: Class 23 contains 12343 members Entering Unmasked Estep ConsiderDeletion Score: -4140144.750000 Penalty: 24199.521484 Iteration 42Q: 15 clusters Score -4140145 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1828 members Mstep: Class 4 contains 539 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1184 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4989 members Mstep: Class 17 contains 1093 members Mstep: Class 18 contains 620 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12342 members Entering Unmasked Estep ConsiderDeletion Score: -4140152.500000 Penalty: 24199.521484 Iteration 43Q: 15 clusters Score -4140152 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1092 members Mstep: Class 18 contains 623 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1245 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep ConsiderDeletion Score: -4140166.250000 Penalty: 24199.521484 Iteration 44Q: 15 clusters Score -4140166 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1089 members Mstep: Class 18 contains 624 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1245 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12346 members Entering Unmasked Estep ConsiderDeletion Score: -4140164.250000 Penalty: 24199.521484 Iteration 45Q: 15 clusters Score -4140164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1827 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1089 members Mstep: Class 18 contains 624 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1243 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12347 members Entering Unmasked Estep ConsiderDeletion Score: -4140161.750000 Penalty: 24199.521484 Iteration 46Q: 15 clusters Score -4140162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1243 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12346 members Entering Unmasked Estep ConsiderDeletion Score: -4140161.750000 Penalty: 24199.521484 Iteration 47Q: 15 clusters Score -4140162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1091 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1243 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep ConsiderDeletion Score: -4140166.750000 Penalty: 24199.521484 Iteration 48Q: 15 clusters Score -4140167 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1089 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1245 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep ConsiderDeletion Score: -4140167.500000 Penalty: 24199.521484 Iteration 49Q: 15 clusters Score -4140168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1087 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12344 members Entering Unmasked Estep ConsiderDeletion Score: -4140161.750000 Penalty: 24199.521484 Iteration 50Q: 15 clusters Score -4140162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12343 members Entering Unmasked Estep ConsiderDeletion Score: -4140163.250000 Penalty: 24199.521484 Iteration 51Q: 15 clusters Score -4140163 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12341 members Entering Unmasked Estep ConsiderDeletion Score: -4140166.750000 Penalty: 24199.521484 Iteration 52Q: 15 clusters Score -4140167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12342 members Entering Unmasked Estep ConsiderDeletion Score: -4140169.000000 Penalty: 24199.521484 Iteration 53Q: 15 clusters Score -4140169 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1091 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12342 members Entering Unmasked Estep ConsiderDeletion Score: -4140171.000000 Penalty: 24199.521484 Iteration 54Q: 15 clusters Score -4140171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1092 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1247 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12341 members Entering Unmasked Estep ConsiderDeletion Score: -4140169.250000 Penalty: 24199.521484 Iteration 55Q: 15 clusters Score -4140169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1094 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1246 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12340 members Entering Unmasked Estep ConsiderDeletion Score: -4140172.000000 Penalty: 24199.521484 Iteration 56Q: 15 clusters Score -4140172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1096 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1245 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12339 members Entering Unmasked Estep ConsiderDeletion Score: -4140170.500000 Penalty: 24199.521484 Iteration 57Q: 15 clusters Score -4140170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1098 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12338 members Entering Unmasked Estep ConsiderDeletion Score: -4140170.250000 Penalty: 24199.521484 Iteration 58Q: 15 clusters Score -4140170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1098 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12338 members Entering Unmasked Estep ConsiderDeletion Score: -4140170.250000 Penalty: 24199.521484 Iteration 59F: 15 clusters Score -4140170 nChanged 0 Entering ConstructFrom: Score: -4140170.250000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 1 (11140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Entering Unmasked Estep Score: -1171040.125000 Penalty: 1514.223267 Iteration 0F: 2 clusters Score -1171040 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1163152.625000 Penalty: 3028.446533 Iteration 0F: 3 clusters Score -1163153 nChanged 4915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1165801.750000 Penalty: 3028.446533 Iteration 1F: 3 clusters Score -1165802 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1166127.750000 Penalty: 3028.446533 Iteration 2F: 3 clusters Score -1166128 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1166441.375000 Penalty: 3028.446533 Iteration 3F: 3 clusters Score -1166441 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1166766.375000 Penalty: 3028.446533 Iteration 4Q: 3 clusters Score -1166766 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1167179.000000 Penalty: 3028.446533 Iteration 5F: 3 clusters Score -1167179 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1167674.500000 Penalty: 3028.446533 Iteration 6F: 3 clusters Score -1167674 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -1168189.875000 Penalty: 3028.446533 Iteration 7F: 3 clusters Score -1168190 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -1168626.750000 Penalty: 3028.446533 Iteration 8F: 3 clusters Score -1168627 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -1168980.000000 Penalty: 3028.446533 Iteration 9F: 3 clusters Score -1168980 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -1169273.125000 Penalty: 3028.446533 Iteration 10Q: 3 clusters Score -1169273 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -1169481.000000 Penalty: 3028.446533 Iteration 11Q: 3 clusters Score -1169481 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -1169667.750000 Penalty: 3028.446533 Iteration 12Q: 3 clusters Score -1169668 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -1169830.375000 Penalty: 3028.446533 Iteration 13Q: 3 clusters Score -1169830 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1169953.250000 Penalty: 3028.446533 Iteration 14Q: 3 clusters Score -1169953 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1170052.750000 Penalty: 3028.446533 Iteration 15Q: 3 clusters Score -1170053 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -1170126.500000 Penalty: 3028.446533 Iteration 16Q: 3 clusters Score -1170126 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -1170177.625000 Penalty: 3028.446533 Iteration 17Q: 3 clusters Score -1170178 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 8229 members Entering Unmasked Estep Score: -1170221.750000 Penalty: 3028.446533 Iteration 18Q: 3 clusters Score -1170222 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -1170252.250000 Penalty: 3028.446533 Iteration 19Q: 3 clusters Score -1170252 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -1170287.375000 Penalty: 3028.446533 Iteration 20F: 3 clusters Score -1170287 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1170321.250000 Penalty: 3028.446533 Iteration 21Q: 3 clusters Score -1170321 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -1170350.000000 Penalty: 3028.446533 Iteration 22Q: 3 clusters Score -1170350 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -1170365.875000 Penalty: 3028.446533 Iteration 23Q: 3 clusters Score -1170366 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -1170375.750000 Penalty: 3028.446533 Iteration 24Q: 3 clusters Score -1170376 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1170387.875000 Penalty: 3028.446533 Iteration 25Q: 3 clusters Score -1170388 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -1170397.750000 Penalty: 3028.446533 Iteration 26Q: 3 clusters Score -1170398 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -1170402.000000 Penalty: 3028.446533 Iteration 27Q: 3 clusters Score -1170402 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1170409.875000 Penalty: 3028.446533 Iteration 28Q: 3 clusters Score -1170410 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -1170411.625000 Penalty: 3028.446533 Iteration 29Q: 3 clusters Score -1170412 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -1170414.375000 Penalty: 3028.446533 Iteration 30Q: 3 clusters Score -1170414 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -1170415.500000 Penalty: 3028.446533 Iteration 31Q: 3 clusters Score -1170416 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -1170418.625000 Penalty: 3028.446533 Iteration 32Q: 3 clusters Score -1170419 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -1170419.375000 Penalty: 3028.446533 Iteration 33Q: 3 clusters Score -1170419 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -1170424.250000 Penalty: 3028.446533 Iteration 34Q: 3 clusters Score -1170424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1170429.000000 Penalty: 3028.446533 Iteration 35Q: 3 clusters Score -1170429 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -1170427.250000 Penalty: 3028.446533 Iteration 36Q: 3 clusters Score -1170427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1170428.125000 Penalty: 3028.446533 Iteration 37Q: 3 clusters Score -1170428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -1170424.375000 Penalty: 3028.446533 Iteration 38Q: 3 clusters Score -1170424 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -1170424.750000 Penalty: 3028.446533 Iteration 39Q: 3 clusters Score -1170425 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -1170425.125000 Penalty: 3028.446533 Iteration 40F: 3 clusters Score -1170425 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -1170427.125000 Penalty: 3028.446533 Iteration 41Q: 3 clusters Score -1170427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -1170427.250000 Penalty: 3028.446533 Iteration 42Q: 3 clusters Score -1170427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -1170426.125000 Penalty: 3028.446533 Iteration 43Q: 3 clusters Score -1170426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -1170426.125000 Penalty: 3028.446533 Iteration 44F: 3 clusters Score -1170426 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Entering Unmasked Estep Score: -190473.578125 Penalty: 1220.355957 Iteration 0F: 2 clusters Score -190473.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -188501.953125 Penalty: 2440.711914 Iteration 0F: 3 clusters Score -188502 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -188913.312500 Penalty: 2440.711914 Iteration 1F: 3 clusters Score -188913.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -189001.718750 Penalty: 2440.711914 Iteration 2F: 3 clusters Score -189001.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -189053.765625 Penalty: 2440.711914 Iteration 3Q: 3 clusters Score -189053.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -189095.968750 Penalty: 2440.711914 Iteration 4Q: 3 clusters Score -189096 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -189126.187500 Penalty: 2440.711914 Iteration 5Q: 3 clusters Score -189126.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -189150.859375 Penalty: 2440.711914 Iteration 6Q: 3 clusters Score -189150.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -189171.796875 Penalty: 2440.711914 Iteration 7Q: 3 clusters Score -189171.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -189184.812500 Penalty: 2440.711914 Iteration 8Q: 3 clusters Score -189184.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -189198.843750 Penalty: 2440.711914 Iteration 9Q: 3 clusters Score -189198.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -189212.546875 Penalty: 2440.711914 Iteration 10Q: 3 clusters Score -189212.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -189225.406250 Penalty: 2440.711914 Iteration 11Q: 3 clusters Score -189225.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -189239.359375 Penalty: 2440.711914 Iteration 12Q: 3 clusters Score -189239.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -189254.937500 Penalty: 2440.711914 Iteration 13Q: 3 clusters Score -189254.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -189274.250000 Penalty: 2440.711914 Iteration 14Q: 3 clusters Score -189274.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -189291.406250 Penalty: 2440.711914 Iteration 15Q: 3 clusters Score -189291.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -189307.218750 Penalty: 2440.711914 Iteration 16Q: 3 clusters Score -189307.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -189319.484375 Penalty: 2440.711914 Iteration 17Q: 3 clusters Score -189319.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -189330.921875 Penalty: 2440.711914 Iteration 18Q: 3 clusters Score -189330.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -189345.562500 Penalty: 2440.711914 Iteration 19Q: 3 clusters Score -189345.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -189360.328125 Penalty: 2440.711914 Iteration 20F: 3 clusters Score -189360.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -189371.890625 Penalty: 2440.711914 Iteration 21Q: 3 clusters Score -189371.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -189384.781250 Penalty: 2440.711914 Iteration 22Q: 3 clusters Score -189384.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -189396.203125 Penalty: 2440.711914 Iteration 23Q: 3 clusters Score -189396.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -189403.531250 Penalty: 2440.711914 Iteration 24Q: 3 clusters Score -189403.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -189407.171875 Penalty: 2440.711914 Iteration 25Q: 3 clusters Score -189407.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -189414.515625 Penalty: 2440.711914 Iteration 26Q: 3 clusters Score -189414.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -189421.281250 Penalty: 2440.711914 Iteration 27Q: 3 clusters Score -189421.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -189423.000000 Penalty: 2440.711914 Iteration 28Q: 3 clusters Score -189423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -189425.468750 Penalty: 2440.711914 Iteration 29Q: 3 clusters Score -189425.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -189429.343750 Penalty: 2440.711914 Iteration 30Q: 3 clusters Score -189429.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -189434.359375 Penalty: 2440.711914 Iteration 31Q: 3 clusters Score -189434.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -189437.625000 Penalty: 2440.711914 Iteration 32Q: 3 clusters Score -189437.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -189444.671875 Penalty: 2440.711914 Iteration 33Q: 3 clusters Score -189444.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -189453.812500 Penalty: 2440.711914 Iteration 34Q: 3 clusters Score -189453.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -189458.437500 Penalty: 2440.711914 Iteration 35Q: 3 clusters Score -189458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -189462.062500 Penalty: 2440.711914 Iteration 36Q: 3 clusters Score -189462.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -189464.671875 Penalty: 2440.711914 Iteration 37Q: 3 clusters Score -189464.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -189468.828125 Penalty: 2440.711914 Iteration 38Q: 3 clusters Score -189468.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -189473.859375 Penalty: 2440.711914 Iteration 39Q: 3 clusters Score -189473.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -189480.765625 Penalty: 2440.711914 Iteration 40F: 3 clusters Score -189480.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -189482.703125 Penalty: 2440.711914 Iteration 41Q: 3 clusters Score -189482.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -189482.703125 Penalty: 2440.711914 Iteration 42F: 3 clusters Score -189482.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Entering Unmasked Estep Score: -49811.222656 Penalty: 1021.776978 Iteration 0F: 2 clusters Score -49811.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -48770.261719 Penalty: 2043.553955 Iteration 0F: 3 clusters Score -48770.26 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -48942.246094 Penalty: 2043.553955 Iteration 1F: 3 clusters Score -48942.25 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -49004.597656 Penalty: 2043.553955 Iteration 2F: 3 clusters Score -49004.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -49026.156250 Penalty: 2043.553955 Iteration 3Q: 3 clusters Score -49026.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -49042.605469 Penalty: 2043.553955 Iteration 4Q: 3 clusters Score -49042.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -49051.207031 Penalty: 2043.553955 Iteration 5Q: 3 clusters Score -49051.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -49061.445312 Penalty: 2043.553955 Iteration 6Q: 3 clusters Score -49061.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -49067.414062 Penalty: 2043.553955 Iteration 7Q: 3 clusters Score -49067.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -49068.695312 Penalty: 2043.553955 Iteration 8Q: 3 clusters Score -49068.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -49068.695312 Penalty: 2043.553955 Iteration 9F: 3 clusters Score -49068.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Entering Unmasked Estep Score: -48469.863281 Penalty: 1009.873840 Iteration 0F: 2 clusters Score -48469.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -47494.714844 Penalty: 2019.747681 Iteration 0F: 3 clusters Score -47494.71 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -47814.683594 Penalty: 2019.747681 Iteration 1F: 3 clusters Score -47814.68 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -47942.355469 Penalty: 2019.747681 Iteration 2F: 3 clusters Score -47942.36 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48098.972656 Penalty: 2019.747681 Iteration 3F: 3 clusters Score -48098.97 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -48363.015625 Penalty: 2019.747681 Iteration 4F: 3 clusters Score -48363.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -48542.531250 Penalty: 2019.747681 Iteration 5F: 3 clusters Score -48542.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -48659.085938 Penalty: 2019.747681 Iteration 6Q: 3 clusters Score -48659.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -48803.914062 Penalty: 2019.747681 Iteration 7Q: 3 clusters Score -48803.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -48825.531250 Penalty: 2019.747681 Iteration 8Q: 3 clusters Score -48825.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -48839.628906 Penalty: 2019.747681 Iteration 9Q: 3 clusters Score -48839.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -48847.992188 Penalty: 2019.747681 Iteration 10Q: 3 clusters Score -48847.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -48859.609375 Penalty: 2019.747681 Iteration 11Q: 3 clusters Score -48859.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -48859.609375 Penalty: 2019.747681 Iteration 12F: 3 clusters Score -48859.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 364 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1098 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 590 members Mstep: Class 23 contains 12338 members Entering Unmasked Estep Score: -4139842.500000 Penalty: 25928.060547 Splitting cluster 5 changes total score from -4140170.250000 to -4139842.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Entering Unmasked Estep Score: -379474.406250 Penalty: 1334.454224 Iteration 0F: 2 clusters Score -379474.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -376277.687500 Penalty: 2668.908447 Iteration 0F: 3 clusters Score -376277.7 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -377224.375000 Penalty: 2668.908447 Iteration 1F: 3 clusters Score -377224.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -377450.093750 Penalty: 2668.908447 Iteration 2F: 3 clusters Score -377450.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -377668.593750 Penalty: 2668.908447 Iteration 3F: 3 clusters Score -377668.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -377865.312500 Penalty: 2668.908447 Iteration 4F: 3 clusters Score -377865.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -378048.500000 Penalty: 2668.908447 Iteration 5F: 3 clusters Score -378048.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -378226.500000 Penalty: 2668.908447 Iteration 6F: 3 clusters Score -378226.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -378393.812500 Penalty: 2668.908447 Iteration 7Q: 3 clusters Score -378393.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -378511.531250 Penalty: 2668.908447 Iteration 8Q: 3 clusters Score -378511.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -378613.031250 Penalty: 2668.908447 Iteration 9Q: 3 clusters Score -378613 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -378695.343750 Penalty: 2668.908447 Iteration 10Q: 3 clusters Score -378695.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -378750.812500 Penalty: 2668.908447 Iteration 11Q: 3 clusters Score -378750.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -378798.812500 Penalty: 2668.908447 Iteration 12Q: 3 clusters Score -378798.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -378838.125000 Penalty: 2668.908447 Iteration 13Q: 3 clusters Score -378838.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -378869.250000 Penalty: 2668.908447 Iteration 14Q: 3 clusters Score -378869.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -378895.968750 Penalty: 2668.908447 Iteration 15Q: 3 clusters Score -378896 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -378913.125000 Penalty: 2668.908447 Iteration 16Q: 3 clusters Score -378913.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -378923.343750 Penalty: 2668.908447 Iteration 17Q: 3 clusters Score -378923.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -378931.531250 Penalty: 2668.908447 Iteration 18Q: 3 clusters Score -378931.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -378937.562500 Penalty: 2668.908447 Iteration 19Q: 3 clusters Score -378937.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -378940.562500 Penalty: 2668.908447 Iteration 20F: 3 clusters Score -378940.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -378945.906250 Penalty: 2668.908447 Iteration 21Q: 3 clusters Score -378945.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -378951.312500 Penalty: 2668.908447 Iteration 22Q: 3 clusters Score -378951.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -378958.406250 Penalty: 2668.908447 Iteration 23Q: 3 clusters Score -378958.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -378960.218750 Penalty: 2668.908447 Iteration 24Q: 3 clusters Score -378960.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -378964.468750 Penalty: 2668.908447 Iteration 25Q: 3 clusters Score -378964.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -378966.468750 Penalty: 2668.908447 Iteration 26Q: 3 clusters Score -378966.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -378967.468750 Penalty: 2668.908447 Iteration 27Q: 3 clusters Score -378967.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -378968.062500 Penalty: 2668.908447 Iteration 28Q: 3 clusters Score -378968.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -378968.250000 Penalty: 2668.908447 Iteration 29Q: 3 clusters Score -378968.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -378968.250000 Penalty: 2668.908447 Iteration 30F: 3 clusters Score -378968.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Entering Unmasked Estep Score: -121083.156250 Penalty: 1150.093384 Iteration 0F: 2 clusters Score -121083.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119515.078125 Penalty: 2300.186768 Iteration 0F: 3 clusters Score -119515.1 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -119796.328125 Penalty: 2300.186768 Iteration 1F: 3 clusters Score -119796.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -119867.601562 Penalty: 2300.186768 Iteration 2F: 3 clusters Score -119867.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -119896.656250 Penalty: 2300.186768 Iteration 3Q: 3 clusters Score -119896.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -119910.562500 Penalty: 2300.186768 Iteration 4Q: 3 clusters Score -119910.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -119920.546875 Penalty: 2300.186768 Iteration 5Q: 3 clusters Score -119920.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -119929.570312 Penalty: 2300.186768 Iteration 6Q: 3 clusters Score -119929.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -119937.546875 Penalty: 2300.186768 Iteration 7Q: 3 clusters Score -119937.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -119946.265625 Penalty: 2300.186768 Iteration 8Q: 3 clusters Score -119946.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -119952.937500 Penalty: 2300.186768 Iteration 9Q: 3 clusters Score -119952.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -119955.929688 Penalty: 2300.186768 Iteration 10Q: 3 clusters Score -119955.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -119959.265625 Penalty: 2300.186768 Iteration 11Q: 3 clusters Score -119959.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -119961.648438 Penalty: 2300.186768 Iteration 12Q: 3 clusters Score -119961.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -119962.234375 Penalty: 2300.186768 Iteration 13Q: 3 clusters Score -119962.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -119962.875000 Penalty: 2300.186768 Iteration 14Q: 3 clusters Score -119962.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -119964.484375 Penalty: 2300.186768 Iteration 15Q: 3 clusters Score -119964.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -119964.484375 Penalty: 2300.186768 Iteration 16F: 3 clusters Score -119964.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Entering Unmasked Estep Score: -72304.609375 Penalty: 1088.868774 Iteration 0F: 2 clusters Score -72304.61 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 386 members Entering Unmasked Estep Score: -71054.664062 Penalty: 2177.737549 Iteration 0F: 3 clusters Score -71054.66 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -71383.203125 Penalty: 2177.737549 Iteration 1F: 3 clusters Score -71383.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -71478.492188 Penalty: 2177.737549 Iteration 2F: 3 clusters Score -71478.49 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -71536.742188 Penalty: 2177.737549 Iteration 3Q: 3 clusters Score -71536.74 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -71596.726562 Penalty: 2177.737549 Iteration 4F: 3 clusters Score -71596.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -71665.945312 Penalty: 2177.737549 Iteration 5Q: 3 clusters Score -71665.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -71735.984375 Penalty: 2177.737549 Iteration 6Q: 3 clusters Score -71735.98 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -71791.765625 Penalty: 2177.737549 Iteration 7Q: 3 clusters Score -71791.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -71838.843750 Penalty: 2177.737549 Iteration 8Q: 3 clusters Score -71838.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -71901.242188 Penalty: 2177.737549 Iteration 9Q: 3 clusters Score -71901.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -71947.078125 Penalty: 2177.737549 Iteration 10Q: 3 clusters Score -71947.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -71968.703125 Penalty: 2177.737549 Iteration 11Q: 3 clusters Score -71968.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -71993.367188 Penalty: 2177.737549 Iteration 12Q: 3 clusters Score -71993.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -72031.796875 Penalty: 2177.737549 Iteration 13Q: 3 clusters Score -72031.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -72067.250000 Penalty: 2177.737549 Iteration 14Q: 3 clusters Score -72067.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -72082.882812 Penalty: 2177.737549 Iteration 15Q: 3 clusters Score -72082.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -72089.070312 Penalty: 2177.737549 Iteration 16Q: 3 clusters Score -72089.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -72091.242188 Penalty: 2177.737549 Iteration 17Q: 3 clusters Score -72091.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -72093.000000 Penalty: 2177.737549 Iteration 18Q: 3 clusters Score -72093 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -72094.953125 Penalty: 2177.737549 Iteration 19F: 3 clusters Score -72094.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -72106.101562 Penalty: 2177.737549 Iteration 20F: 3 clusters Score -72106.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -72124.304688 Penalty: 2177.737549 Iteration 21Q: 3 clusters Score -72124.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -72134.335938 Penalty: 2177.737549 Iteration 22Q: 3 clusters Score -72134.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -72142.578125 Penalty: 2177.737549 Iteration 23Q: 3 clusters Score -72142.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -72147.351562 Penalty: 2177.737549 Iteration 24Q: 3 clusters Score -72147.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -72147.351562 Penalty: 2177.737549 Iteration 25F: 3 clusters Score -72147.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Entering Unmasked Estep Score: -503636.218750 Penalty: 1383.718506 Iteration 0F: 2 clusters Score -503636.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -499660.281250 Penalty: 2767.437012 Iteration 0F: 3 clusters Score -499660.3 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -500787.156250 Penalty: 2767.437012 Iteration 1F: 3 clusters Score -500787.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -500984.906250 Penalty: 2767.437012 Iteration 2F: 3 clusters Score -500984.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -501138.000000 Penalty: 2767.437012 Iteration 3F: 3 clusters Score -501138 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -501319.625000 Penalty: 2767.437012 Iteration 4F: 3 clusters Score -501319.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -501501.562500 Penalty: 2767.437012 Iteration 5Q: 3 clusters Score -501501.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -501662.062500 Penalty: 2767.437012 Iteration 6Q: 3 clusters Score -501662.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -501803.718750 Penalty: 2767.437012 Iteration 7Q: 3 clusters Score -501803.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -501936.468750 Penalty: 2767.437012 Iteration 8Q: 3 clusters Score -501936.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -502046.937500 Penalty: 2767.437012 Iteration 9Q: 3 clusters Score -502046.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -502133.375000 Penalty: 2767.437012 Iteration 10Q: 3 clusters Score -502133.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -502203.562500 Penalty: 2767.437012 Iteration 11Q: 3 clusters Score -502203.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -502250.875000 Penalty: 2767.437012 Iteration 12Q: 3 clusters Score -502250.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -502301.937500 Penalty: 2767.437012 Iteration 13Q: 3 clusters Score -502301.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -502342.125000 Penalty: 2767.437012 Iteration 14Q: 3 clusters Score -502342.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -502378.406250 Penalty: 2767.437012 Iteration 15Q: 3 clusters Score -502378.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -502405.531250 Penalty: 2767.437012 Iteration 16Q: 3 clusters Score -502405.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -502425.906250 Penalty: 2767.437012 Iteration 17Q: 3 clusters Score -502425.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -502446.531250 Penalty: 2767.437012 Iteration 18Q: 3 clusters Score -502446.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -502468.593750 Penalty: 2767.437012 Iteration 19Q: 3 clusters Score -502468.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -502486.875000 Penalty: 2767.437012 Iteration 20F: 3 clusters Score -502486.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -502514.656250 Penalty: 2767.437012 Iteration 21Q: 3 clusters Score -502514.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -502544.031250 Penalty: 2767.437012 Iteration 22Q: 3 clusters Score -502544 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -502578.906250 Penalty: 2767.437012 Iteration 23Q: 3 clusters Score -502578.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -502603.343750 Penalty: 2767.437012 Iteration 24Q: 3 clusters Score -502603.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -502629.843750 Penalty: 2767.437012 Iteration 25Q: 3 clusters Score -502629.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -502654.562500 Penalty: 2767.437012 Iteration 26Q: 3 clusters Score -502654.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -502668.781250 Penalty: 2767.437012 Iteration 27Q: 3 clusters Score -502668.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -502680.656250 Penalty: 2767.437012 Iteration 28Q: 3 clusters Score -502680.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -502689.468750 Penalty: 2767.437012 Iteration 29Q: 3 clusters Score -502689.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -502697.625000 Penalty: 2767.437012 Iteration 30Q: 3 clusters Score -502697.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -502703.437500 Penalty: 2767.437012 Iteration 31Q: 3 clusters Score -502703.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -502710.781250 Penalty: 2767.437012 Iteration 32Q: 3 clusters Score -502710.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -502717.093750 Penalty: 2767.437012 Iteration 33Q: 3 clusters Score -502717.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -502722.093750 Penalty: 2767.437012 Iteration 34Q: 3 clusters Score -502722.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -502723.625000 Penalty: 2767.437012 Iteration 35Q: 3 clusters Score -502723.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -502725.718750 Penalty: 2767.437012 Iteration 36Q: 3 clusters Score -502725.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -502727.062500 Penalty: 2767.437012 Iteration 37Q: 3 clusters Score -502727.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -502727.718750 Penalty: 2767.437012 Iteration 38Q: 3 clusters Score -502727.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -502729.125000 Penalty: 2767.437012 Iteration 39Q: 3 clusters Score -502729.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -502729.906250 Penalty: 2767.437012 Iteration 40F: 3 clusters Score -502729.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -502730.562500 Penalty: 2767.437012 Iteration 41Q: 3 clusters Score -502730.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -502733.843750 Penalty: 2767.437012 Iteration 42Q: 3 clusters Score -502733.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -502734.843750 Penalty: 2767.437012 Iteration 43Q: 3 clusters Score -502734.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -502734.875000 Penalty: 2767.437012 Iteration 44Q: 3 clusters Score -502734.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -502735.718750 Penalty: 2767.437012 Iteration 45Q: 3 clusters Score -502735.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -502735.718750 Penalty: 2767.437012 Iteration 46F: 3 clusters Score -502735.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Entering Unmasked Estep Score: -108214.554688 Penalty: 1137.702393 Iteration 0F: 2 clusters Score -108214.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -106714.937500 Penalty: 2275.404785 Iteration 0F: 3 clusters Score -106714.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -106951.781250 Penalty: 2275.404785 Iteration 1F: 3 clusters Score -106951.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -107038.968750 Penalty: 2275.404785 Iteration 2F: 3 clusters Score -107039 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -107089.656250 Penalty: 2275.404785 Iteration 3Q: 3 clusters Score -107089.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -107117.882812 Penalty: 2275.404785 Iteration 4Q: 3 clusters Score -107117.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -107135.132812 Penalty: 2275.404785 Iteration 5Q: 3 clusters Score -107135.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -107155.414062 Penalty: 2275.404785 Iteration 6Q: 3 clusters Score -107155.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -107174.789062 Penalty: 2275.404785 Iteration 7Q: 3 clusters Score -107174.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -107184.578125 Penalty: 2275.404785 Iteration 8Q: 3 clusters Score -107184.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -107199.062500 Penalty: 2275.404785 Iteration 9Q: 3 clusters Score -107199.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -107208.445312 Penalty: 2275.404785 Iteration 10Q: 3 clusters Score -107208.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -107217.687500 Penalty: 2275.404785 Iteration 11Q: 3 clusters Score -107217.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -107224.578125 Penalty: 2275.404785 Iteration 12Q: 3 clusters Score -107224.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -107229.031250 Penalty: 2275.404785 Iteration 13Q: 3 clusters Score -107229 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -107236.101562 Penalty: 2275.404785 Iteration 14Q: 3 clusters Score -107236.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -107239.898438 Penalty: 2275.404785 Iteration 15Q: 3 clusters Score -107239.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -107245.484375 Penalty: 2275.404785 Iteration 16Q: 3 clusters Score -107245.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -107251.054688 Penalty: 2275.404785 Iteration 17Q: 3 clusters Score -107251.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -107255.531250 Penalty: 2275.404785 Iteration 18Q: 3 clusters Score -107255.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -107262.601562 Penalty: 2275.404785 Iteration 19Q: 3 clusters Score -107262.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -107272.789062 Penalty: 2275.404785 Iteration 20F: 3 clusters Score -107272.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -107279.992188 Penalty: 2275.404785 Iteration 21Q: 3 clusters Score -107280 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -107289.718750 Penalty: 2275.404785 Iteration 22Q: 3 clusters Score -107289.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -107294.734375 Penalty: 2275.404785 Iteration 23Q: 3 clusters Score -107294.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -107301.492188 Penalty: 2275.404785 Iteration 24Q: 3 clusters Score -107301.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -107302.953125 Penalty: 2275.404785 Iteration 25Q: 3 clusters Score -107303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -107302.953125 Penalty: 2275.404785 Iteration 26F: 3 clusters Score -107303 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -60479.246094 Penalty: 1046.134644 Iteration 0F: 2 clusters Score -60479.25 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 321 members Entering Unmasked Estep Score: -59294.640625 Penalty: 2092.269287 Iteration 0F: 3 clusters Score -59294.64 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59488.246094 Penalty: 2092.269287 Iteration 1F: 3 clusters Score -59488.25 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -59550.636719 Penalty: 2092.269287 Iteration 2F: 3 clusters Score -59550.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -59598.136719 Penalty: 2092.269287 Iteration 3Q: 3 clusters Score -59598.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -59623.625000 Penalty: 2092.269287 Iteration 4Q: 3 clusters Score -59623.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59636.019531 Penalty: 2092.269287 Iteration 5Q: 3 clusters Score -59636.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -59642.566406 Penalty: 2092.269287 Iteration 6Q: 3 clusters Score -59642.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59644.175781 Penalty: 2092.269287 Iteration 7Q: 3 clusters Score -59644.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59644.175781 Penalty: 2092.269287 Iteration 8F: 3 clusters Score -59644.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Entering Unmasked Estep Score: -110397.242188 Penalty: 1134.413452 Iteration 0F: 2 clusters Score -110397.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -108878.500000 Penalty: 2268.826904 Iteration 0F: 3 clusters Score -108878.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -109156.335938 Penalty: 2268.826904 Iteration 1F: 3 clusters Score -109156.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -109245.812500 Penalty: 2268.826904 Iteration 2F: 3 clusters Score -109245.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -109294.421875 Penalty: 2268.826904 Iteration 3Q: 3 clusters Score -109294.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -109321.523438 Penalty: 2268.826904 Iteration 4Q: 3 clusters Score -109321.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -109337.445312 Penalty: 2268.826904 Iteration 5Q: 3 clusters Score -109337.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -109343.929688 Penalty: 2268.826904 Iteration 6Q: 3 clusters Score -109343.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -109354.078125 Penalty: 2268.826904 Iteration 7Q: 3 clusters Score -109354.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -109365.750000 Penalty: 2268.826904 Iteration 8Q: 3 clusters Score -109365.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -109371.343750 Penalty: 2268.826904 Iteration 9Q: 3 clusters Score -109371.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -109377.734375 Penalty: 2268.826904 Iteration 10Q: 3 clusters Score -109377.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -109381.882812 Penalty: 2268.826904 Iteration 11Q: 3 clusters Score -109381.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -109386.085938 Penalty: 2268.826904 Iteration 12Q: 3 clusters Score -109386.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -109392.382812 Penalty: 2268.826904 Iteration 13Q: 3 clusters Score -109392.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -109398.515625 Penalty: 2268.826904 Iteration 14Q: 3 clusters Score -109398.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -109404.648438 Penalty: 2268.826904 Iteration 15Q: 3 clusters Score -109404.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -109408.429688 Penalty: 2268.826904 Iteration 16Q: 3 clusters Score -109408.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -109412.031250 Penalty: 2268.826904 Iteration 17Q: 3 clusters Score -109412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -109413.085938 Penalty: 2268.826904 Iteration 18Q: 3 clusters Score -109413.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -109413.726562 Penalty: 2268.826904 Iteration 19Q: 3 clusters Score -109413.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -109413.726562 Penalty: 2268.826904 Iteration 20F: 3 clusters Score -109413.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Entering Unmasked Estep Score: -116887.070312 Penalty: 1157.989136 Iteration 0F: 2 clusters Score -116887.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -115303.343750 Penalty: 2315.978271 Iteration 0F: 3 clusters Score -115303.3 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -115586.117188 Penalty: 2315.978271 Iteration 1F: 3 clusters Score -115586.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -115661.617188 Penalty: 2315.978271 Iteration 2F: 3 clusters Score -115661.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -115705.976562 Penalty: 2315.978271 Iteration 3Q: 3 clusters Score -115706 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -115741.734375 Penalty: 2315.978271 Iteration 4Q: 3 clusters Score -115741.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -115773.437500 Penalty: 2315.978271 Iteration 5Q: 3 clusters Score -115773.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -115801.546875 Penalty: 2315.978271 Iteration 6Q: 3 clusters Score -115801.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -115826.945312 Penalty: 2315.978271 Iteration 7Q: 3 clusters Score -115826.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -115843.390625 Penalty: 2315.978271 Iteration 8Q: 3 clusters Score -115843.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -115858.179688 Penalty: 2315.978271 Iteration 9Q: 3 clusters Score -115858.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -115879.445312 Penalty: 2315.978271 Iteration 10Q: 3 clusters Score -115879.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -115920.843750 Penalty: 2315.978271 Iteration 11Q: 3 clusters Score -115920.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -115961.757812 Penalty: 2315.978271 Iteration 12Q: 3 clusters Score -115961.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -116010.328125 Penalty: 2315.978271 Iteration 13Q: 3 clusters Score -116010.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -116048.406250 Penalty: 2315.978271 Iteration 14Q: 3 clusters Score -116048.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -116069.406250 Penalty: 2315.978271 Iteration 15Q: 3 clusters Score -116069.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -116087.046875 Penalty: 2315.978271 Iteration 16Q: 3 clusters Score -116087 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -116106.593750 Penalty: 2315.978271 Iteration 17Q: 3 clusters Score -116106.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -116121.914062 Penalty: 2315.978271 Iteration 18Q: 3 clusters Score -116121.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -116147.867188 Penalty: 2315.978271 Iteration 19Q: 3 clusters Score -116147.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -116158.703125 Penalty: 2315.978271 Iteration 20F: 3 clusters Score -116158.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -116170.406250 Penalty: 2315.978271 Iteration 21Q: 3 clusters Score -116170.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -116176.726562 Penalty: 2315.978271 Iteration 22Q: 3 clusters Score -116176.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -116180.867188 Penalty: 2315.978271 Iteration 23Q: 3 clusters Score -116180.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -116181.648438 Penalty: 2315.978271 Iteration 24Q: 3 clusters Score -116181.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -116182.851562 Penalty: 2315.978271 Iteration 25Q: 3 clusters Score -116182.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -116184.210938 Penalty: 2315.978271 Iteration 26Q: 3 clusters Score -116184.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -116188.164062 Penalty: 2315.978271 Iteration 27Q: 3 clusters Score -116188.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -116194.945312 Penalty: 2315.978271 Iteration 28Q: 3 clusters Score -116194.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -116199.101562 Penalty: 2315.978271 Iteration 29Q: 3 clusters Score -116199.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -116201.281250 Penalty: 2315.978271 Iteration 30Q: 3 clusters Score -116201.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -116204.304688 Penalty: 2315.978271 Iteration 31Q: 3 clusters Score -116204.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -116207.656250 Penalty: 2315.978271 Iteration 32Q: 3 clusters Score -116207.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -116212.585938 Penalty: 2315.978271 Iteration 33Q: 3 clusters Score -116212.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -116215.132812 Penalty: 2315.978271 Iteration 34Q: 3 clusters Score -116215.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -116216.406250 Penalty: 2315.978271 Iteration 35Q: 3 clusters Score -116216.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -116218.812500 Penalty: 2315.978271 Iteration 36Q: 3 clusters Score -116218.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -116220.750000 Penalty: 2315.978271 Iteration 37Q: 3 clusters Score -116220.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -116223.921875 Penalty: 2315.978271 Iteration 38Q: 3 clusters Score -116223.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -116226.414062 Penalty: 2315.978271 Iteration 39Q: 3 clusters Score -116226.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -116228.648438 Penalty: 2315.978271 Iteration 40F: 3 clusters Score -116228.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -116229.476562 Penalty: 2315.978271 Iteration 41Q: 3 clusters Score -116229.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -116230.210938 Penalty: 2315.978271 Iteration 42Q: 3 clusters Score -116230.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -116230.210938 Penalty: 2315.978271 Iteration 43F: 3 clusters Score -116230.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Entering Unmasked Estep Score: -56314.789062 Penalty: 1036.769897 Iteration 0F: 2 clusters Score -56314.79 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 290 members Entering Unmasked Estep Score: -55213.300781 Penalty: 2073.539795 Iteration 0F: 3 clusters Score -55213.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -55817.945312 Penalty: 2073.539795 Iteration 1F: 3 clusters Score -55817.95 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -56301.390625 Penalty: 2073.539795 Iteration 2F: 3 clusters Score -56301.39 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -56576.722656 Penalty: 2073.539795 Iteration 3F: 3 clusters Score -56576.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -56677.824219 Penalty: 2073.539795 Iteration 4Q: 3 clusters Score -56677.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -56695.730469 Penalty: 2073.539795 Iteration 5Q: 3 clusters Score -56695.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -56702.609375 Penalty: 2073.539795 Iteration 6Q: 3 clusters Score -56702.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -56706.800781 Penalty: 2073.539795 Iteration 7Q: 3 clusters Score -56706.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -56708.453125 Penalty: 2073.539795 Iteration 8Q: 3 clusters Score -56708.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -56708.453125 Penalty: 2073.539795 Iteration 9F: 3 clusters Score -56708.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 1826 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3685 members Mstep: Class 13 contains 1185 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 4990 members Mstep: Class 17 contains 1098 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 1076 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 421 members Mstep: Class 23 contains 12338 members Entering Unmasked Estep Score: -4139873.000000 Penalty: 25928.060547 Splitting cluster 21 changes total score from -4140170.250000 to -4139873.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (12338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12338 members Entering Unmasked Estep Score: -1243408.250000 Penalty: 1530.821289 Iteration 0F: 2 clusters Score -1243408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1234752.000000 Penalty: 3061.642578 Iteration 0F: 3 clusters Score -1234752 nChanged 5308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1237658.000000 Penalty: 3061.642578 Iteration 1F: 3 clusters Score -1237658 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -1237989.000000 Penalty: 3061.642578 Iteration 2F: 3 clusters Score -1237989 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1238304.000000 Penalty: 3061.642578 Iteration 3F: 3 clusters Score -1238304 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -1238655.375000 Penalty: 3061.642578 Iteration 4F: 3 clusters Score -1238655 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1239110.000000 Penalty: 3061.642578 Iteration 5F: 3 clusters Score -1239110 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1239659.125000 Penalty: 3061.642578 Iteration 6F: 3 clusters Score -1239659 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -1240302.000000 Penalty: 3061.642578 Iteration 7F: 3 clusters Score -1240302 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10726 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1240941.500000 Penalty: 3061.642578 Iteration 8F: 3 clusters Score -1240942 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1241372.375000 Penalty: 3061.642578 Iteration 9Q: 3 clusters Score -1241372 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1241651.875000 Penalty: 3061.642578 Iteration 10Q: 3 clusters Score -1241652 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1241841.625000 Penalty: 3061.642578 Iteration 11Q: 3 clusters Score -1241842 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1241954.500000 Penalty: 3061.642578 Iteration 12Q: 3 clusters Score -1241954 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1242012.000000 Penalty: 3061.642578 Iteration 13Q: 3 clusters Score -1242012 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1242055.000000 Penalty: 3061.642578 Iteration 14Q: 3 clusters Score -1242055 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1242081.625000 Penalty: 3061.642578 Iteration 15Q: 3 clusters Score -1242082 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1242102.375000 Penalty: 3061.642578 Iteration 16Q: 3 clusters Score -1242102 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -1242119.125000 Penalty: 3061.642578 Iteration 17Q: 3 clusters Score -1242119 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1242132.750000 Penalty: 3061.642578 Iteration 18Q: 3 clusters Score -1242133 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1242145.750000 Penalty: 3061.642578 Iteration 19Q: 3 clusters Score -1242146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -1242148.375000 Penalty: 3061.642578 Iteration 20F: 3 clusters Score -1242148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12014 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1242154.750000 Penalty: 3061.642578 Iteration 21Q: 3 clusters Score -1242155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1242163.000000 Penalty: 3061.642578 Iteration 22Q: 3 clusters Score -1242163 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1242174.750000 Penalty: 3061.642578 Iteration 23Q: 3 clusters Score -1242175 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1242182.000000 Penalty: 3061.642578 Iteration 24Q: 3 clusters Score -1242182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1242186.500000 Penalty: 3061.642578 Iteration 25Q: 3 clusters Score -1242186 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1242193.750000 Penalty: 3061.642578 Iteration 26Q: 3 clusters Score -1242194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1242204.500000 Penalty: 3061.642578 Iteration 27Q: 3 clusters Score -1242204 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12050 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1242210.625000 Penalty: 3061.642578 Iteration 28Q: 3 clusters Score -1242211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1242215.250000 Penalty: 3061.642578 Iteration 29Q: 3 clusters Score -1242215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1242217.500000 Penalty: 3061.642578 Iteration 30Q: 3 clusters Score -1242218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1242217.625000 Penalty: 3061.642578 Iteration 31Q: 3 clusters Score -1242218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1242217.875000 Penalty: 3061.642578 Iteration 32Q: 3 clusters Score -1242218 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12050 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1242220.125000 Penalty: 3061.642578 Iteration 33Q: 3 clusters Score -1242220 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12050 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1242220.125000 Penalty: 3061.642578 Iteration 34F: 3 clusters Score -1242220 nChanged 0 --- Evaluating fit on full set of 124963 points --- Entering Unmasked Estep Score: -12417541.000000 Penalty: 26698.882812 24->15 Clusters: Score -12417541.000000, best is -12457594.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 41654 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1732 members Mstep: Class 3 contains 1754 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 1655 members Mstep: Class 6 contains 1761 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 1762 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 1737 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 1777 members Mstep: Class 13 contains 1753 members Mstep: Class 14 contains 1725 members Mstep: Class 15 contains 1765 members Mstep: Class 16 contains 1788 members Mstep: Class 17 contains 1749 members Mstep: Class 18 contains 1715 members Mstep: Class 19 contains 1708 members Mstep: Class 20 contains 1714 members Mstep: Class 21 contains 1691 members Mstep: Class 22 contains 1715 members Mstep: Class 23 contains 1745 members Mstep: Class 24 contains 1697 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 215.543579 but Gain 1728.535156 Score: -3805714.750000 Penalty: 39756.359375 Iteration 0F: 24 clusters Score -3805715 nChanged 39095 Entering Unmasked Mstep Mstep: Class 0 contains 97 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 3586 members Mstep: Class 3 contains 1750 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 1350 members Mstep: Class 7 contains 1530 members Mstep: Class 8 contains 1713 members Mstep: Class 9 contains 2251 members Mstep: Class 10 contains 6929 members Mstep: Class 11 contains 1290 members Mstep: Class 12 contains 618 members Mstep: Class 13 contains 2071 members Mstep: Class 14 contains 1673 members Mstep: Class 15 contains 730 members Mstep: Class 16 contains 970 members Mstep: Class 17 contains 1261 members Mstep: Class 18 contains 1463 members Mstep: Class 19 contains 1149 members Mstep: Class 20 contains 1166 members Mstep: Class 21 contains 996 members Mstep: Class 22 contains 2577 members Mstep: Class 24 contains 3098 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 1064.295898 but Gain 1728.539062 Score: -3975730.750000 Penalty: 38027.820312 Iteration 1F: 23 clusters Score -3975731 nChanged 16497 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3196 members Mstep: Class 3 contains 1873 members Mstep: Class 4 contains 2579 members Mstep: Class 5 contains 358 members Mstep: Class 7 contains 1628 members Mstep: Class 8 contains 1824 members Mstep: Class 9 contains 1357 members Mstep: Class 10 contains 9090 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 602 members Mstep: Class 13 contains 1484 members Mstep: Class 14 contains 1502 members Mstep: Class 15 contains 596 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 1211 members Mstep: Class 18 contains 1794 members Mstep: Class 19 contains 956 members Mstep: Class 20 contains 1134 members Mstep: Class 21 contains 447 members Mstep: Class 22 contains 3571 members Mstep: Class 24 contains 3827 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 626.616882 but Gain 1728.535156 Score: -4034264.500000 Penalty: 36299.285156 Iteration 2F: 22 clusters Score -4034264 nChanged 11884 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1959 members Mstep: Class 4 contains 2858 members Mstep: Class 5 contains 422 members Mstep: Class 7 contains 1957 members Mstep: Class 8 contains 2033 members Mstep: Class 9 contains 1020 members Mstep: Class 10 contains 9364 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 1122 members Mstep: Class 14 contains 1513 members Mstep: Class 15 contains 475 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 2358 members Mstep: Class 19 contains 915 members Mstep: Class 20 contains 1453 members Mstep: Class 22 contains 3759 members Mstep: Class 24 contains 5510 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 821.519104 but Gain 1728.539062 Score: -4071471.750000 Penalty: 34570.746094 Iteration 3F: 21 clusters Score -4071472 nChanged 8788 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1480 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 2792 members Mstep: Class 5 contains 477 members Mstep: Class 7 contains 2166 members Mstep: Class 8 contains 1903 members Mstep: Class 9 contains 855 members Mstep: Class 10 contains 9955 members Mstep: Class 11 contains 266 members Mstep: Class 12 contains 525 members Mstep: Class 13 contains 1026 members Mstep: Class 14 contains 1353 members Mstep: Class 15 contains 466 members Mstep: Class 16 contains 315 members Mstep: Class 18 contains 2513 members Mstep: Class 19 contains 941 members Mstep: Class 20 contains 1843 members Mstep: Class 22 contains 3500 members Mstep: Class 24 contains 6982 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 684.363708 but Gain 1728.539062 Score: -4096625.500000 Penalty: 32842.207031 Iteration 4F: 20 clusters Score -4096626 nChanged 5838 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1302 members Mstep: Class 3 contains 1456 members Mstep: Class 4 contains 2556 members Mstep: Class 5 contains 536 members Mstep: Class 7 contains 2155 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 660 members Mstep: Class 10 contains 10955 members Mstep: Class 12 contains 471 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 978 members Mstep: Class 15 contains 562 members Mstep: Class 16 contains 297 members Mstep: Class 18 contains 2321 members Mstep: Class 19 contains 1054 members Mstep: Class 20 contains 2276 members Mstep: Class 22 contains 2959 members Mstep: Class 24 contains 7894 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 646.592834 but Gain 1728.535156 Score: -4111443.250000 Penalty: 31113.671875 Iteration 5F: 19 clusters Score -4111443 nChanged 4436 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1240 members Mstep: Class 3 contains 1068 members Mstep: Class 4 contains 2236 members Mstep: Class 5 contains 547 members Mstep: Class 7 contains 2193 members Mstep: Class 8 contains 1640 members Mstep: Class 10 contains 11954 members Mstep: Class 12 contains 430 members Mstep: Class 13 contains 1375 members Mstep: Class 14 contains 702 members Mstep: Class 15 contains 659 members Mstep: Class 16 contains 276 members Mstep: Class 18 contains 2085 members Mstep: Class 19 contains 1160 members Mstep: Class 20 contains 2699 members Mstep: Class 22 contains 2689 members Mstep: Class 24 contains 8236 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 876.854797 but Gain 1728.537109 Score: -4121205.250000 Penalty: 29385.134766 Iteration 6F: 18 clusters Score -4121205 nChanged 3334 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1210 members Mstep: Class 3 contains 823 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 546 members Mstep: Class 7 contains 2533 members Mstep: Class 8 contains 1756 members Mstep: Class 10 contains 12524 members Mstep: Class 12 contains 408 members Mstep: Class 13 contains 1689 members Mstep: Class 15 contains 695 members Mstep: Class 16 contains 247 members Mstep: Class 18 contains 1751 members Mstep: Class 19 contains 1120 members Mstep: Class 20 contains 3006 members Mstep: Class 22 contains 2481 members Mstep: Class 24 contains 8505 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1474.244629 but Gain 1728.537109 Score: -4128077.250000 Penalty: 27656.597656 Iteration 7F: 17 clusters Score -4128077 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 1161 members Mstep: Class 3 contains 736 members Mstep: Class 4 contains 1718 members Mstep: Class 5 contains 565 members Mstep: Class 7 contains 3037 members Mstep: Class 8 contains 1684 members Mstep: Class 10 contains 12733 members Mstep: Class 12 contains 407 members Mstep: Class 13 contains 1858 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 212 members Mstep: Class 18 contains 1220 members Mstep: Class 19 contains 1080 members Mstep: Class 20 contains 3363 members Mstep: Class 22 contains 2299 members Mstep: Class 24 contains 8746 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1703.930176 but Gain 1728.537109 Score: -4131501.000000 Penalty: 25928.060547 Iteration 8F: 16 clusters Score -4131501 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 666 members Mstep: Class 4 contains 1608 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 3832 members Mstep: Class 8 contains 1919 members Mstep: Class 10 contains 12924 members Mstep: Class 12 contains 413 members Mstep: Class 13 contains 1940 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 204 members Mstep: Class 19 contains 1050 members Mstep: Class 20 contains 3462 members Mstep: Class 22 contains 2125 members Mstep: Class 24 contains 8932 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1720.698242 but Gain 1728.539062 Score: -4134757.000000 Penalty: 24199.521484 Iteration 9F: 15 clusters Score -4134757 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 3 contains 625 members Mstep: Class 4 contains 1507 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4847 members Mstep: Class 8 contains 2013 members Mstep: Class 10 contains 12952 members Mstep: Class 12 contains 417 members Mstep: Class 13 contains 2039 members Mstep: Class 15 contains 871 members Mstep: Class 16 contains 199 members Mstep: Class 19 contains 1034 members Mstep: Class 20 contains 3514 members Mstep: Class 22 contains 1979 members Mstep: Class 24 contains 9084 members Entering Unmasked Estep ConsiderDeletion Score: -4137394.750000 Penalty: 24199.521484 Iteration 10Q: 15 clusters Score -4137395 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 3 contains 590 members Mstep: Class 4 contains 1392 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4937 members Mstep: Class 8 contains 1901 members Mstep: Class 10 contains 12974 members Mstep: Class 12 contains 421 members Mstep: Class 13 contains 2160 members Mstep: Class 15 contains 878 members Mstep: Class 16 contains 193 members Mstep: Class 19 contains 1019 members Mstep: Class 20 contains 3551 members Mstep: Class 22 contains 1852 members Mstep: Class 24 contains 9213 members Entering Unmasked Estep ConsiderDeletion Score: -4137964.750000 Penalty: 24199.521484 Iteration 11Q: 15 clusters Score -4137965 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 3 contains 561 members Mstep: Class 4 contains 1290 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4971 members Mstep: Class 8 contains 1840 members Mstep: Class 10 contains 12998 members Mstep: Class 12 contains 424 members Mstep: Class 13 contains 2307 members Mstep: Class 15 contains 882 members Mstep: Class 16 contains 186 members Mstep: Class 19 contains 973 members Mstep: Class 20 contains 3582 members Mstep: Class 22 contains 1734 members Mstep: Class 24 contains 9333 members Entering Unmasked Estep ConsiderDeletion Score: -4138549.000000 Penalty: 24199.521484 Iteration 12Q: 15 clusters Score -4138549 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 542 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 4980 members Mstep: Class 8 contains 1818 members Mstep: Class 10 contains 13012 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 2378 members Mstep: Class 15 contains 889 members Mstep: Class 16 contains 180 members Mstep: Class 19 contains 952 members Mstep: Class 20 contains 3600 members Mstep: Class 22 contains 1609 members Mstep: Class 24 contains 9461 members Entering Unmasked Estep ConsiderDeletion Score: -4138962.250000 Penalty: 24199.521484 Iteration 13Q: 15 clusters Score -4138962 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 524 members Mstep: Class 4 contains 1218 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4987 members Mstep: Class 8 contains 1820 members Mstep: Class 10 contains 12999 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 2424 members Mstep: Class 15 contains 897 members Mstep: Class 16 contains 174 members Mstep: Class 19 contains 925 members Mstep: Class 20 contains 3618 members Mstep: Class 22 contains 1486 members Mstep: Class 24 contains 9584 members Entering Unmasked Estep ConsiderDeletion Score: -4139330.250000 Penalty: 24199.521484 Iteration 14Q: 15 clusters Score -4139330 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 511 members Mstep: Class 4 contains 1207 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4989 members Mstep: Class 8 contains 1822 members Mstep: Class 10 contains 12989 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 2443 members Mstep: Class 15 contains 904 members Mstep: Class 16 contains 172 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3631 members Mstep: Class 22 contains 1336 members Mstep: Class 24 contains 9738 members Entering Unmasked Estep ConsiderDeletion Score: -4139656.500000 Penalty: 24199.521484 Iteration 15Q: 15 clusters Score -4139656 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 505 members Mstep: Class 4 contains 1202 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4995 members Mstep: Class 8 contains 1822 members Mstep: Class 10 contains 12980 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2452 members Mstep: Class 15 contains 900 members Mstep: Class 16 contains 169 members Mstep: Class 19 contains 909 members Mstep: Class 20 contains 3637 members Mstep: Class 22 contains 1183 members Mstep: Class 24 contains 9901 members Entering Unmasked Estep ConsiderDeletion Score: -4139897.250000 Penalty: 24199.521484 Iteration 16Q: 15 clusters Score -4139897 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1199 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4997 members Mstep: Class 8 contains 1819 members Mstep: Class 10 contains 12981 members Mstep: Class 12 contains 428 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 896 members Mstep: Class 16 contains 168 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3642 members Mstep: Class 22 contains 1038 members Mstep: Class 24 contains 10048 members Entering Unmasked Estep ConsiderDeletion Score: -4140047.500000 Penalty: 24199.521484 Iteration 17Q: 15 clusters Score -4140048 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 4999 members Mstep: Class 8 contains 1815 members Mstep: Class 10 contains 12979 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 891 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3642 members Mstep: Class 22 contains 937 members Mstep: Class 24 contains 10158 members Entering Unmasked Estep ConsiderDeletion Score: -4140203.500000 Penalty: 24199.521484 Iteration 18Q: 15 clusters Score -4140204 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 5002 members Mstep: Class 8 contains 1811 members Mstep: Class 10 contains 12976 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 885 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3641 members Mstep: Class 22 contains 871 members Mstep: Class 24 contains 10236 members Entering Unmasked Estep ConsiderDeletion Score: -4140314.000000 Penalty: 24199.521484 Iteration 19Q: 15 clusters Score -4140314 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 5004 members Mstep: Class 8 contains 1806 members Mstep: Class 10 contains 12978 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 879 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3640 members Mstep: Class 22 contains 817 members Mstep: Class 24 contains 10298 members Entering Unmasked Estep ConsiderDeletion Score: -4140534.000000 Penalty: 24199.521484 Iteration 20F: 15 clusters Score -4140534 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 5006 members Mstep: Class 8 contains 1793 members Mstep: Class 10 contains 12937 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 868 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3638 members Mstep: Class 22 contains 859 members Mstep: Class 24 contains 10321 members Entering Unmasked Estep ConsiderDeletion Score: -4140726.250000 Penalty: 24199.521484 Iteration 21Q: 15 clusters Score -4140726 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 567 members Mstep: Class 7 contains 5006 members Mstep: Class 8 contains 1783 members Mstep: Class 10 contains 12909 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3638 members Mstep: Class 22 contains 889 members Mstep: Class 24 contains 10340 members Entering Unmasked Estep ConsiderDeletion Score: -4140861.500000 Penalty: 24199.521484 Iteration 22Q: 15 clusters Score -4140862 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1773 members Mstep: Class 10 contains 12892 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 851 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3637 members Mstep: Class 22 contains 897 members Mstep: Class 24 contains 10365 members Entering Unmasked Estep ConsiderDeletion Score: -4140966.000000 Penalty: 24199.521484 Iteration 23Q: 15 clusters Score -4140966 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1766 members Mstep: Class 10 contains 12881 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 846 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3635 members Mstep: Class 22 contains 912 members Mstep: Class 24 contains 10375 members Entering Unmasked Estep ConsiderDeletion Score: -4141039.000000 Penalty: 24199.521484 Iteration 24Q: 15 clusters Score -4141039 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1761 members Mstep: Class 10 contains 12870 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 841 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3635 members Mstep: Class 22 contains 932 members Mstep: Class 24 contains 10376 members Entering Unmasked Estep ConsiderDeletion Score: -4141093.250000 Penalty: 24199.521484 Iteration 25Q: 15 clusters Score -4141093 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1762 members Mstep: Class 10 contains 12853 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3634 members Mstep: Class 22 contains 961 members Mstep: Class 24 contains 10369 members Entering Unmasked Estep ConsiderDeletion Score: -4141108.500000 Penalty: 24199.521484 Iteration 26Q: 15 clusters Score -4141108 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1761 members Mstep: Class 10 contains 12845 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 835 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3633 members Mstep: Class 22 contains 987 members Mstep: Class 24 contains 10354 members Entering Unmasked Estep ConsiderDeletion Score: -4141142.500000 Penalty: 24199.521484 Iteration 27Q: 15 clusters Score -4141142 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1761 members Mstep: Class 10 contains 12836 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 833 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3634 members Mstep: Class 22 contains 1006 members Mstep: Class 24 contains 10345 members Entering Unmasked Estep ConsiderDeletion Score: -4141150.250000 Penalty: 24199.521484 Iteration 28Q: 15 clusters Score -4141150 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1760 members Mstep: Class 10 contains 12831 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 832 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3634 members Mstep: Class 22 contains 1020 members Mstep: Class 24 contains 10338 members Entering Unmasked Estep ConsiderDeletion Score: -4141168.500000 Penalty: 24199.521484 Iteration 29Q: 15 clusters Score -4141168 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1760 members Mstep: Class 10 contains 12827 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3633 members Mstep: Class 22 contains 1031 members Mstep: Class 24 contains 10334 members Entering Unmasked Estep ConsiderDeletion Score: -4141166.000000 Penalty: 24199.521484 Iteration 30Q: 15 clusters Score -4141166 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1758 members Mstep: Class 10 contains 12826 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3633 members Mstep: Class 22 contains 1041 members Mstep: Class 24 contains 10327 members Entering Unmasked Estep ConsiderDeletion Score: -4141176.000000 Penalty: 24199.521484 Iteration 31Q: 15 clusters Score -4141176 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12824 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1047 members Mstep: Class 24 contains 10323 members Entering Unmasked Estep ConsiderDeletion Score: -4141175.000000 Penalty: 24199.521484 Iteration 32Q: 15 clusters Score -4141175 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12823 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1050 members Mstep: Class 24 contains 10321 members Entering Unmasked Estep ConsiderDeletion Score: -4141177.500000 Penalty: 24199.521484 Iteration 33Q: 15 clusters Score -4141178 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12822 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1053 members Mstep: Class 24 contains 10319 members Entering Unmasked Estep ConsiderDeletion Score: -4141175.250000 Penalty: 24199.521484 Iteration 34Q: 15 clusters Score -4141175 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12820 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1058 members Mstep: Class 24 contains 10316 members Entering Unmasked Estep ConsiderDeletion Score: -4141176.250000 Penalty: 24199.521484 Iteration 35Q: 15 clusters Score -4141176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12819 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1064 members Mstep: Class 24 contains 10311 members Entering Unmasked Estep ConsiderDeletion Score: -4141177.250000 Penalty: 24199.521484 Iteration 36Q: 15 clusters Score -4141177 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12818 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1069 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep ConsiderDeletion Score: -4141185.250000 Penalty: 24199.521484 Iteration 37Q: 15 clusters Score -4141185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12817 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1070 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep ConsiderDeletion Score: -4141184.000000 Penalty: 24199.521484 Iteration 38Q: 15 clusters Score -4141184 nChanged 2 Entering ConstructFrom: Score: -4141184.000000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 3 (501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Entering Unmasked Estep Score: -49083.355469 Penalty: 1010.198486 Iteration 0F: 2 clusters Score -49083.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48129.375000 Penalty: 2020.396973 Iteration 0F: 3 clusters Score -48129.38 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -48597.085938 Penalty: 2020.396973 Iteration 1F: 3 clusters Score -48597.09 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -48908.812500 Penalty: 2020.396973 Iteration 2F: 3 clusters Score -48908.81 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -49100.496094 Penalty: 2020.396973 Iteration 3F: 3 clusters Score -49100.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -49233.171875 Penalty: 2020.396973 Iteration 4Q: 3 clusters Score -49233.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -49327.894531 Penalty: 2020.396973 Iteration 5Q: 3 clusters Score -49327.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -49360.644531 Penalty: 2020.396973 Iteration 6Q: 3 clusters Score -49360.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -49389.375000 Penalty: 2020.396973 Iteration 7Q: 3 clusters Score -49389.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -49392.343750 Penalty: 2020.396973 Iteration 8Q: 3 clusters Score -49392.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -49394.101562 Penalty: 2020.396973 Iteration 9Q: 3 clusters Score -49394.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -49396.148438 Penalty: 2020.396973 Iteration 10Q: 3 clusters Score -49396.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -49396.148438 Penalty: 2020.396973 Iteration 11F: 3 clusters Score -49396.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 407 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12815 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1072 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep Score: -4140776.750000 Penalty: 25928.060547 Splitting cluster 3 changes total score from -4141184.000000 to -4140776.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Entering Unmasked Estep Score: -121890.515625 Penalty: 1151.730713 Iteration 0F: 2 clusters Score -121890.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -120367.578125 Penalty: 2303.461426 Iteration 0F: 3 clusters Score -120367.6 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -120652.046875 Penalty: 2303.461426 Iteration 1F: 3 clusters Score -120652 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -120726.335938 Penalty: 2303.461426 Iteration 2F: 3 clusters Score -120726.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -120772.625000 Penalty: 2303.461426 Iteration 3Q: 3 clusters Score -120772.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -120799.976562 Penalty: 2303.461426 Iteration 4Q: 3 clusters Score -120800 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -120809.375000 Penalty: 2303.461426 Iteration 5Q: 3 clusters Score -120809.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -120814.890625 Penalty: 2303.461426 Iteration 6Q: 3 clusters Score -120814.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -120820.257812 Penalty: 2303.461426 Iteration 7Q: 3 clusters Score -120820.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -120826.265625 Penalty: 2303.461426 Iteration 8Q: 3 clusters Score -120826.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -120829.562500 Penalty: 2303.461426 Iteration 9Q: 3 clusters Score -120829.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -120830.929688 Penalty: 2303.461426 Iteration 10Q: 3 clusters Score -120830.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -120831.414062 Penalty: 2303.461426 Iteration 11Q: 3 clusters Score -120831.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -120836.812500 Penalty: 2303.461426 Iteration 12Q: 3 clusters Score -120836.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -120842.195312 Penalty: 2303.461426 Iteration 13Q: 3 clusters Score -120842.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -120849.031250 Penalty: 2303.461426 Iteration 14Q: 3 clusters Score -120849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -120851.968750 Penalty: 2303.461426 Iteration 15Q: 3 clusters Score -120852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -120855.054688 Penalty: 2303.461426 Iteration 16Q: 3 clusters Score -120855.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -120858.898438 Penalty: 2303.461426 Iteration 17Q: 3 clusters Score -120858.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -120860.796875 Penalty: 2303.461426 Iteration 18Q: 3 clusters Score -120860.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -120862.015625 Penalty: 2303.461426 Iteration 19Q: 3 clusters Score -120862 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -120862.015625 Penalty: 2303.461426 Iteration 20F: 3 clusters Score -120862 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Entering Unmasked Estep Score: -54347.726562 Penalty: 1030.021484 Iteration 0F: 2 clusters Score -54347.73 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 281 members Entering Unmasked Estep Score: -53235.710938 Penalty: 2060.042969 Iteration 0F: 3 clusters Score -53235.71 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -53416.800781 Penalty: 2060.042969 Iteration 1F: 3 clusters Score -53416.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -53514.882812 Penalty: 2060.042969 Iteration 2F: 3 clusters Score -53514.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -53594.117188 Penalty: 2060.042969 Iteration 3Q: 3 clusters Score -53594.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -53662.191406 Penalty: 2060.042969 Iteration 4Q: 3 clusters Score -53662.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -53789.195312 Penalty: 2060.042969 Iteration 5Q: 3 clusters Score -53789.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -53968.429688 Penalty: 2060.042969 Iteration 6F: 3 clusters Score -53968.43 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -54066.710938 Penalty: 2060.042969 Iteration 7Q: 3 clusters Score -54066.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -54181.476562 Penalty: 2060.042969 Iteration 8F: 3 clusters Score -54181.48 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -54380.777344 Penalty: 2060.042969 Iteration 9F: 3 clusters Score -54380.78 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -54577.710938 Penalty: 2060.042969 Iteration 10F: 3 clusters Score -54577.71 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -54685.984375 Penalty: 2060.042969 Iteration 11F: 3 clusters Score -54685.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -54712.800781 Penalty: 2060.042969 Iteration 12Q: 3 clusters Score -54712.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -54716.773438 Penalty: 2060.042969 Iteration 13Q: 3 clusters Score -54716.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -54718.304688 Penalty: 2060.042969 Iteration 14Q: 3 clusters Score -54718.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -54719.101562 Penalty: 2060.042969 Iteration 15Q: 3 clusters Score -54719.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -54719.101562 Penalty: 2060.042969 Iteration 16F: 3 clusters Score -54719.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 170 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 396 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12815 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1072 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep Score: -4140855.000000 Penalty: 25928.060547 Splitting cluster 5 changes total score from -4141184.000000 to -4140855.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (5007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Entering Unmasked Estep Score: -505374.343750 Penalty: 1384.271240 Iteration 0F: 2 clusters Score -505374.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -501388.062500 Penalty: 2768.542480 Iteration 0F: 3 clusters Score -501388.1 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -502474.968750 Penalty: 2768.542480 Iteration 1F: 3 clusters Score -502475 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -502644.843750 Penalty: 2768.542480 Iteration 2F: 3 clusters Score -502644.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -502749.531250 Penalty: 2768.542480 Iteration 3Q: 3 clusters Score -502749.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -502811.593750 Penalty: 2768.542480 Iteration 4Q: 3 clusters Score -502811.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -502850.843750 Penalty: 2768.542480 Iteration 5Q: 3 clusters Score -502850.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -502896.031250 Penalty: 2768.542480 Iteration 6Q: 3 clusters Score -502896 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -502943.625000 Penalty: 2768.542480 Iteration 7Q: 3 clusters Score -502943.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -502994.468750 Penalty: 2768.542480 Iteration 8Q: 3 clusters Score -502994.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -503032.500000 Penalty: 2768.542480 Iteration 9Q: 3 clusters Score -503032.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -503069.843750 Penalty: 2768.542480 Iteration 10Q: 3 clusters Score -503069.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -503112.312500 Penalty: 2768.542480 Iteration 11Q: 3 clusters Score -503112.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -503156.062500 Penalty: 2768.542480 Iteration 12Q: 3 clusters Score -503156.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -503201.843750 Penalty: 2768.542480 Iteration 13Q: 3 clusters Score -503201.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -503263.843750 Penalty: 2768.542480 Iteration 14Q: 3 clusters Score -503263.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -503332.062500 Penalty: 2768.542480 Iteration 15Q: 3 clusters Score -503332.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -503401.031250 Penalty: 2768.542480 Iteration 16Q: 3 clusters Score -503401 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -503480.625000 Penalty: 2768.542480 Iteration 17Q: 3 clusters Score -503480.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -503543.093750 Penalty: 2768.542480 Iteration 18Q: 3 clusters Score -503543.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -503599.156250 Penalty: 2768.542480 Iteration 19Q: 3 clusters Score -503599.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -503655.125000 Penalty: 2768.542480 Iteration 20F: 3 clusters Score -503655.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -503693.968750 Penalty: 2768.542480 Iteration 21Q: 3 clusters Score -503694 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -503715.500000 Penalty: 2768.542480 Iteration 22Q: 3 clusters Score -503715.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -503735.812500 Penalty: 2768.542480 Iteration 23Q: 3 clusters Score -503735.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -503749.593750 Penalty: 2768.542480 Iteration 24Q: 3 clusters Score -503749.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -503759.750000 Penalty: 2768.542480 Iteration 25Q: 3 clusters Score -503759.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -503770.875000 Penalty: 2768.542480 Iteration 26Q: 3 clusters Score -503770.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -503780.468750 Penalty: 2768.542480 Iteration 27Q: 3 clusters Score -503780.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -503793.187500 Penalty: 2768.542480 Iteration 28Q: 3 clusters Score -503793.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -503807.562500 Penalty: 2768.542480 Iteration 29Q: 3 clusters Score -503807.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -503828.937500 Penalty: 2768.542480 Iteration 30Q: 3 clusters Score -503828.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -503848.343750 Penalty: 2768.542480 Iteration 31Q: 3 clusters Score -503848.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -503870.437500 Penalty: 2768.542480 Iteration 32Q: 3 clusters Score -503870.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -503884.281250 Penalty: 2768.542480 Iteration 33Q: 3 clusters Score -503884.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -503897.031250 Penalty: 2768.542480 Iteration 34Q: 3 clusters Score -503897 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -503907.218750 Penalty: 2768.542480 Iteration 35Q: 3 clusters Score -503907.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -503919.593750 Penalty: 2768.542480 Iteration 36Q: 3 clusters Score -503919.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -503931.687500 Penalty: 2768.542480 Iteration 37Q: 3 clusters Score -503931.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -503941.062500 Penalty: 2768.542480 Iteration 38Q: 3 clusters Score -503941.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -503950.312500 Penalty: 2768.542480 Iteration 39Q: 3 clusters Score -503950.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -503955.968750 Penalty: 2768.542480 Iteration 40F: 3 clusters Score -503956 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -503964.937500 Penalty: 2768.542480 Iteration 41Q: 3 clusters Score -503964.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -503972.656250 Penalty: 2768.542480 Iteration 42Q: 3 clusters Score -503972.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -503981.968750 Penalty: 2768.542480 Iteration 43Q: 3 clusters Score -503982 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -503990.281250 Penalty: 2768.542480 Iteration 44Q: 3 clusters Score -503990.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -503998.562500 Penalty: 2768.542480 Iteration 45Q: 3 clusters Score -503998.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -504013.625000 Penalty: 2768.542480 Iteration 46Q: 3 clusters Score -504013.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -504027.531250 Penalty: 2768.542480 Iteration 47Q: 3 clusters Score -504027.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -504036.062500 Penalty: 2768.542480 Iteration 48Q: 3 clusters Score -504036.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -504041.062500 Penalty: 2768.542480 Iteration 49Q: 3 clusters Score -504041.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -504044.343750 Penalty: 2768.542480 Iteration 50Q: 3 clusters Score -504044.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -504048.375000 Penalty: 2768.542480 Iteration 51Q: 3 clusters Score -504048.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -504050.906250 Penalty: 2768.542480 Iteration 52Q: 3 clusters Score -504050.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -504052.250000 Penalty: 2768.542480 Iteration 53Q: 3 clusters Score -504052.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -504054.500000 Penalty: 2768.542480 Iteration 54Q: 3 clusters Score -504054.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -504057.187500 Penalty: 2768.542480 Iteration 55Q: 3 clusters Score -504057.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -504058.281250 Penalty: 2768.542480 Iteration 56Q: 3 clusters Score -504058.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -504058.968750 Penalty: 2768.542480 Iteration 57Q: 3 clusters Score -504059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -504060.406250 Penalty: 2768.542480 Iteration 58Q: 3 clusters Score -504060.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -504060.937500 Penalty: 2768.542480 Iteration 59Q: 3 clusters Score -504060.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -504060.937500 Penalty: 2768.542480 Iteration 60F: 3 clusters Score -504060.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -504060.937500 Penalty: 2768.542480 Iteration 61Q: 3 clusters Score -504060.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -504060.937500 Penalty: 2768.542480 Iteration 62F: 3 clusters Score -504060.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Entering Unmasked Estep Score: -165537.046875 Penalty: 1214.281372 Iteration 0F: 2 clusters Score -165537 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -163613.703125 Penalty: 2428.562744 Iteration 0F: 3 clusters Score -163613.7 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -164069.171875 Penalty: 2428.562744 Iteration 1F: 3 clusters Score -164069.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -164210.984375 Penalty: 2428.562744 Iteration 2F: 3 clusters Score -164211 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -164301.781250 Penalty: 2428.562744 Iteration 3F: 3 clusters Score -164301.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -164361.203125 Penalty: 2428.562744 Iteration 4Q: 3 clusters Score -164361.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -164410.531250 Penalty: 2428.562744 Iteration 5Q: 3 clusters Score -164410.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -164445.828125 Penalty: 2428.562744 Iteration 6Q: 3 clusters Score -164445.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -164483.406250 Penalty: 2428.562744 Iteration 7Q: 3 clusters Score -164483.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -164518.187500 Penalty: 2428.562744 Iteration 8Q: 3 clusters Score -164518.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -164553.453125 Penalty: 2428.562744 Iteration 9Q: 3 clusters Score -164553.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -164570.265625 Penalty: 2428.562744 Iteration 10Q: 3 clusters Score -164570.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -164583.593750 Penalty: 2428.562744 Iteration 11Q: 3 clusters Score -164583.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -164596.593750 Penalty: 2428.562744 Iteration 12Q: 3 clusters Score -164596.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -164603.375000 Penalty: 2428.562744 Iteration 13Q: 3 clusters Score -164603.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -164611.046875 Penalty: 2428.562744 Iteration 14Q: 3 clusters Score -164611 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -164625.390625 Penalty: 2428.562744 Iteration 15Q: 3 clusters Score -164625.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -164637.203125 Penalty: 2428.562744 Iteration 16Q: 3 clusters Score -164637.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -164647.500000 Penalty: 2428.562744 Iteration 17Q: 3 clusters Score -164647.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -164651.703125 Penalty: 2428.562744 Iteration 18Q: 3 clusters Score -164651.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -164660.375000 Penalty: 2428.562744 Iteration 19Q: 3 clusters Score -164660.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -164665.515625 Penalty: 2428.562744 Iteration 20F: 3 clusters Score -164665.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -164670.031250 Penalty: 2428.562744 Iteration 21Q: 3 clusters Score -164670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -164673.125000 Penalty: 2428.562744 Iteration 22Q: 3 clusters Score -164673.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -164674.437500 Penalty: 2428.562744 Iteration 23Q: 3 clusters Score -164674.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -164675.750000 Penalty: 2428.562744 Iteration 24Q: 3 clusters Score -164675.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -164678.343750 Penalty: 2428.562744 Iteration 25Q: 3 clusters Score -164678.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -164679.343750 Penalty: 2428.562744 Iteration 26Q: 3 clusters Score -164679.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -164681.500000 Penalty: 2428.562744 Iteration 27Q: 3 clusters Score -164681.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -164684.421875 Penalty: 2428.562744 Iteration 28Q: 3 clusters Score -164684.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -164690.609375 Penalty: 2428.562744 Iteration 29Q: 3 clusters Score -164690.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -164693.703125 Penalty: 2428.562744 Iteration 30Q: 3 clusters Score -164693.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -164695.656250 Penalty: 2428.562744 Iteration 31Q: 3 clusters Score -164695.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -164699.015625 Penalty: 2428.562744 Iteration 32Q: 3 clusters Score -164699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -164702.296875 Penalty: 2428.562744 Iteration 33Q: 3 clusters Score -164702.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -164708.546875 Penalty: 2428.562744 Iteration 34Q: 3 clusters Score -164708.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -164717.796875 Penalty: 2428.562744 Iteration 35Q: 3 clusters Score -164717.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -164725.890625 Penalty: 2428.562744 Iteration 36Q: 3 clusters Score -164725.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -164735.625000 Penalty: 2428.562744 Iteration 37Q: 3 clusters Score -164735.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -164741.359375 Penalty: 2428.562744 Iteration 38Q: 3 clusters Score -164741.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -164748.718750 Penalty: 2428.562744 Iteration 39Q: 3 clusters Score -164748.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -164758.218750 Penalty: 2428.562744 Iteration 40F: 3 clusters Score -164758.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -164766.609375 Penalty: 2428.562744 Iteration 41Q: 3 clusters Score -164766.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -164777.937500 Penalty: 2428.562744 Iteration 42Q: 3 clusters Score -164777.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -164788.828125 Penalty: 2428.562744 Iteration 43Q: 3 clusters Score -164788.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -164794.781250 Penalty: 2428.562744 Iteration 44Q: 3 clusters Score -164794.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -164799.656250 Penalty: 2428.562744 Iteration 45Q: 3 clusters Score -164799.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -164805.953125 Penalty: 2428.562744 Iteration 46Q: 3 clusters Score -164806 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -164818.781250 Penalty: 2428.562744 Iteration 47Q: 3 clusters Score -164818.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -164829.578125 Penalty: 2428.562744 Iteration 48Q: 3 clusters Score -164829.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -164838.078125 Penalty: 2428.562744 Iteration 49Q: 3 clusters Score -164838.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -164840.406250 Penalty: 2428.562744 Iteration 50Q: 3 clusters Score -164840.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -164842.718750 Penalty: 2428.562744 Iteration 51Q: 3 clusters Score -164842.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -164844.781250 Penalty: 2428.562744 Iteration 52Q: 3 clusters Score -164844.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -164845.812500 Penalty: 2428.562744 Iteration 53Q: 3 clusters Score -164845.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -164846.796875 Penalty: 2428.562744 Iteration 54Q: 3 clusters Score -164846.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -164847.578125 Penalty: 2428.562744 Iteration 55Q: 3 clusters Score -164847.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -164848.062500 Penalty: 2428.562744 Iteration 56Q: 3 clusters Score -164848.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -164848.062500 Penalty: 2428.562744 Iteration 57F: 3 clusters Score -164848.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Entering Unmasked Estep Score: -1290246.375000 Penalty: 1536.985474 Iteration 0F: 2 clusters Score -1290246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1281244.875000 Penalty: 3073.970947 Iteration 0F: 3 clusters Score -1281245 nChanged 5627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1284340.500000 Penalty: 3073.970947 Iteration 1F: 3 clusters Score -1284340 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -1284691.500000 Penalty: 3073.970947 Iteration 2F: 3 clusters Score -1284692 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -1285078.875000 Penalty: 3073.970947 Iteration 3F: 3 clusters Score -1285079 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -1285476.125000 Penalty: 3073.970947 Iteration 4F: 3 clusters Score -1285476 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -1285892.750000 Penalty: 3073.970947 Iteration 5F: 3 clusters Score -1285893 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1286365.250000 Penalty: 3073.970947 Iteration 6Q: 3 clusters Score -1286365 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -1286897.250000 Penalty: 3073.970947 Iteration 7F: 3 clusters Score -1286897 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -1287391.625000 Penalty: 3073.970947 Iteration 8F: 3 clusters Score -1287392 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -1287866.750000 Penalty: 3073.970947 Iteration 9Q: 3 clusters Score -1287867 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -1288205.375000 Penalty: 3073.970947 Iteration 10Q: 3 clusters Score -1288205 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -1288448.375000 Penalty: 3073.970947 Iteration 11Q: 3 clusters Score -1288448 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -1288574.375000 Penalty: 3073.970947 Iteration 12Q: 3 clusters Score -1288574 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -1288647.125000 Penalty: 3073.970947 Iteration 13Q: 3 clusters Score -1288647 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 9604 members Entering Unmasked Estep Score: -1288696.625000 Penalty: 3073.970947 Iteration 14Q: 3 clusters Score -1288697 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -1288733.000000 Penalty: 3073.970947 Iteration 15Q: 3 clusters Score -1288733 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1288767.500000 Penalty: 3073.970947 Iteration 16Q: 3 clusters Score -1288768 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1288788.625000 Penalty: 3073.970947 Iteration 17Q: 3 clusters Score -1288789 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -1288800.625000 Penalty: 3073.970947 Iteration 18Q: 3 clusters Score -1288801 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -1288815.250000 Penalty: 3073.970947 Iteration 19Q: 3 clusters Score -1288815 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1288830.125000 Penalty: 3073.970947 Iteration 20F: 3 clusters Score -1288830 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -1288841.625000 Penalty: 3073.970947 Iteration 21Q: 3 clusters Score -1288842 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -1288858.250000 Penalty: 3073.970947 Iteration 22Q: 3 clusters Score -1288858 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 10020 members Entering Unmasked Estep Score: -1288868.250000 Penalty: 3073.970947 Iteration 23Q: 3 clusters Score -1288868 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -1288875.875000 Penalty: 3073.970947 Iteration 24Q: 3 clusters Score -1288876 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -1288883.250000 Penalty: 3073.970947 Iteration 25Q: 3 clusters Score -1288883 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -1288889.625000 Penalty: 3073.970947 Iteration 26Q: 3 clusters Score -1288890 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -1288890.375000 Penalty: 3073.970947 Iteration 27Q: 3 clusters Score -1288890 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1288897.250000 Penalty: 3073.970947 Iteration 28Q: 3 clusters Score -1288897 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -1288899.875000 Penalty: 3073.970947 Iteration 29Q: 3 clusters Score -1288900 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -1288907.000000 Penalty: 3073.970947 Iteration 30Q: 3 clusters Score -1288907 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 10206 members Entering Unmasked Estep Score: -1288909.250000 Penalty: 3073.970947 Iteration 31Q: 3 clusters Score -1288909 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -1288915.000000 Penalty: 3073.970947 Iteration 32Q: 3 clusters Score -1288915 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -1288921.875000 Penalty: 3073.970947 Iteration 33Q: 3 clusters Score -1288922 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 10270 members Entering Unmasked Estep Score: -1288928.500000 Penalty: 3073.970947 Iteration 34Q: 3 clusters Score -1288928 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 10292 members Entering Unmasked Estep Score: -1288935.000000 Penalty: 3073.970947 Iteration 35Q: 3 clusters Score -1288935 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -1288940.750000 Penalty: 3073.970947 Iteration 36Q: 3 clusters Score -1288941 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -1288946.125000 Penalty: 3073.970947 Iteration 37Q: 3 clusters Score -1288946 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -1288955.500000 Penalty: 3073.970947 Iteration 38Q: 3 clusters Score -1288956 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -1288970.625000 Penalty: 3073.970947 Iteration 39Q: 3 clusters Score -1288971 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -1288975.000000 Penalty: 3073.970947 Iteration 40F: 3 clusters Score -1288975 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -1288988.625000 Penalty: 3073.970947 Iteration 41Q: 3 clusters Score -1288989 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 10482 members Entering Unmasked Estep Score: -1288995.500000 Penalty: 3073.970947 Iteration 42Q: 3 clusters Score -1288996 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -1289005.375000 Penalty: 3073.970947 Iteration 43Q: 3 clusters Score -1289005 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -1289016.125000 Penalty: 3073.970947 Iteration 44Q: 3 clusters Score -1289016 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -1289029.000000 Penalty: 3073.970947 Iteration 45Q: 3 clusters Score -1289029 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -1289032.625000 Penalty: 3073.970947 Iteration 46Q: 3 clusters Score -1289033 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 10626 members Entering Unmasked Estep Score: -1289036.750000 Penalty: 3073.970947 Iteration 47Q: 3 clusters Score -1289037 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -1289049.875000 Penalty: 3073.970947 Iteration 48Q: 3 clusters Score -1289050 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -1289064.750000 Penalty: 3073.970947 Iteration 49Q: 3 clusters Score -1289065 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -1289088.875000 Penalty: 3073.970947 Iteration 50Q: 3 clusters Score -1289089 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 10773 members Entering Unmasked Estep Score: -1289101.500000 Penalty: 3073.970947 Iteration 51Q: 3 clusters Score -1289102 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -1289113.125000 Penalty: 3073.970947 Iteration 52Q: 3 clusters Score -1289113 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -1289129.625000 Penalty: 3073.970947 Iteration 53Q: 3 clusters Score -1289130 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 10894 members Entering Unmasked Estep Score: -1289149.750000 Penalty: 3073.970947 Iteration 54Q: 3 clusters Score -1289150 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -1289171.750000 Penalty: 3073.970947 Iteration 55Q: 3 clusters Score -1289172 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -1289179.625000 Penalty: 3073.970947 Iteration 56Q: 3 clusters Score -1289180 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -1289184.625000 Penalty: 3073.970947 Iteration 57Q: 3 clusters Score -1289185 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1289192.750000 Penalty: 3073.970947 Iteration 58Q: 3 clusters Score -1289193 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -1289198.250000 Penalty: 3073.970947 Iteration 59Q: 3 clusters Score -1289198 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -1289202.000000 Penalty: 3073.970947 Iteration 60F: 3 clusters Score -1289202 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -1289201.375000 Penalty: 3073.970947 Iteration 61Q: 3 clusters Score -1289201 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 11065 members Entering Unmasked Estep Score: -1289201.000000 Penalty: 3073.970947 Iteration 62Q: 3 clusters Score -1289201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -1289201.750000 Penalty: 3073.970947 Iteration 63Q: 3 clusters Score -1289202 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -1289203.875000 Penalty: 3073.970947 Iteration 64Q: 3 clusters Score -1289204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -1289205.125000 Penalty: 3073.970947 Iteration 65Q: 3 clusters Score -1289205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -1289203.750000 Penalty: 3073.970947 Iteration 66Q: 3 clusters Score -1289204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -1289203.750000 Penalty: 3073.970947 Iteration 67Q: 3 clusters Score -1289204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 11078 members Entering Unmasked Estep Score: -1289205.250000 Penalty: 3073.970947 Iteration 68Q: 3 clusters Score -1289205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -1289206.500000 Penalty: 3073.970947 Iteration 69Q: 3 clusters Score -1289206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -1289205.375000 Penalty: 3073.970947 Iteration 70Q: 3 clusters Score -1289205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1289206.625000 Penalty: 3073.970947 Iteration 71Q: 3 clusters Score -1289207 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -1289208.250000 Penalty: 3073.970947 Iteration 72Q: 3 clusters Score -1289208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -1289208.000000 Penalty: 3073.970947 Iteration 73Q: 3 clusters Score -1289208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11086 members Entering Unmasked Estep Score: -1289209.375000 Penalty: 3073.970947 Iteration 74Q: 3 clusters Score -1289209 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -1289208.500000 Penalty: 3073.970947 Iteration 75Q: 3 clusters Score -1289208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -1289209.375000 Penalty: 3073.970947 Iteration 76Q: 3 clusters Score -1289209 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -1289208.750000 Penalty: 3073.970947 Iteration 77Q: 3 clusters Score -1289209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -1289212.625000 Penalty: 3073.970947 Iteration 78Q: 3 clusters Score -1289213 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -1289212.625000 Penalty: 3073.970947 Iteration 79F: 3 clusters Score -1289213 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Entering Unmasked Estep Score: -41147.070312 Penalty: 984.986694 Iteration 0F: 2 clusters Score -41147.07 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 216 members Entering Unmasked Estep Score: -40159.710938 Penalty: 1969.973389 Iteration 0F: 3 clusters Score -40159.71 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -40282.484375 Penalty: 1969.973389 Iteration 1F: 3 clusters Score -40282.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -40324.980469 Penalty: 1969.973389 Iteration 2Q: 3 clusters Score -40324.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -40350.730469 Penalty: 1969.973389 Iteration 3Q: 3 clusters Score -40350.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -40355.109375 Penalty: 1969.973389 Iteration 4Q: 3 clusters Score -40355.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -40358.363281 Penalty: 1969.973389 Iteration 5Q: 3 clusters Score -40358.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -40359.140625 Penalty: 1969.973389 Iteration 6Q: 3 clusters Score -40359.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -40362.589844 Penalty: 1969.973389 Iteration 7Q: 3 clusters Score -40362.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -40370.390625 Penalty: 1969.973389 Iteration 8Q: 3 clusters Score -40370.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -40374.582031 Penalty: 1969.973389 Iteration 9Q: 3 clusters Score -40374.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -40376.382812 Penalty: 1969.973389 Iteration 10Q: 3 clusters Score -40376.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -40381.062500 Penalty: 1969.973389 Iteration 11Q: 3 clusters Score -40381.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -40387.867188 Penalty: 1969.973389 Iteration 12Q: 3 clusters Score -40387.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -40387.867188 Penalty: 1969.973389 Iteration 13F: 3 clusters Score -40387.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Entering Unmasked Estep Score: -255000.593750 Penalty: 1268.852417 Iteration 0F: 2 clusters Score -255000.6 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 1278 members Entering Unmasked Estep Score: -252646.406250 Penalty: 2537.704834 Iteration 0F: 3 clusters Score -252646.4 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -253211.437500 Penalty: 2537.704834 Iteration 1F: 3 clusters Score -253211.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -253404.281250 Penalty: 2537.704834 Iteration 2F: 3 clusters Score -253404.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -253598.546875 Penalty: 2537.704834 Iteration 3F: 3 clusters Score -253598.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -253795.531250 Penalty: 2537.704834 Iteration 4F: 3 clusters Score -253795.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -254009.718750 Penalty: 2537.704834 Iteration 5F: 3 clusters Score -254009.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -254180.468750 Penalty: 2537.704834 Iteration 6F: 3 clusters Score -254180.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -254284.500000 Penalty: 2537.704834 Iteration 7Q: 3 clusters Score -254284.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -254348.828125 Penalty: 2537.704834 Iteration 8Q: 3 clusters Score -254348.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -254383.500000 Penalty: 2537.704834 Iteration 9Q: 3 clusters Score -254383.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -254404.718750 Penalty: 2537.704834 Iteration 10Q: 3 clusters Score -254404.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -254419.265625 Penalty: 2537.704834 Iteration 11Q: 3 clusters Score -254419.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -254427.265625 Penalty: 2537.704834 Iteration 12Q: 3 clusters Score -254427.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -254429.265625 Penalty: 2537.704834 Iteration 13Q: 3 clusters Score -254429.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -254433.125000 Penalty: 2537.704834 Iteration 14Q: 3 clusters Score -254433.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -254435.671875 Penalty: 2537.704834 Iteration 15Q: 3 clusters Score -254435.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -254436.875000 Penalty: 2537.704834 Iteration 16Q: 3 clusters Score -254436.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -254437.906250 Penalty: 2537.704834 Iteration 17Q: 3 clusters Score -254437.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -254437.906250 Penalty: 2537.704834 Iteration 18F: 3 clusters Score -254437.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (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: -76301.289062 Penalty: 1092.427368 Iteration 0F: 2 clusters Score -76301.29 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 421 members Entering Unmasked Estep Score: -75053.656250 Penalty: 2184.854736 Iteration 0F: 3 clusters Score -75053.66 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -75406.726562 Penalty: 2184.854736 Iteration 1F: 3 clusters Score -75406.73 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -75527.828125 Penalty: 2184.854736 Iteration 2F: 3 clusters Score -75527.83 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -75610.140625 Penalty: 2184.854736 Iteration 3F: 3 clusters Score -75610.14 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -75691.703125 Penalty: 2184.854736 Iteration 4Q: 3 clusters Score -75691.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -75853.367188 Penalty: 2184.854736 Iteration 5F: 3 clusters Score -75853.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -76117.742188 Penalty: 2184.854736 Iteration 6F: 3 clusters Score -76117.74 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -76245.976562 Penalty: 2184.854736 Iteration 7Q: 3 clusters Score -76245.98 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -76342.351562 Penalty: 2184.854736 Iteration 8Q: 3 clusters Score -76342.35 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -76470.109375 Penalty: 2184.854736 Iteration 9Q: 3 clusters Score -76470.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -76619.117188 Penalty: 2184.854736 Iteration 10Q: 3 clusters Score -76619.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -76687.125000 Penalty: 2184.854736 Iteration 11Q: 3 clusters Score -76687.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -76725.156250 Penalty: 2184.854736 Iteration 12Q: 3 clusters Score -76725.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -76738.257812 Penalty: 2184.854736 Iteration 13Q: 3 clusters Score -76738.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -76742.937500 Penalty: 2184.854736 Iteration 14Q: 3 clusters Score -76742.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -76746.710938 Penalty: 2184.854736 Iteration 15Q: 3 clusters Score -76746.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -76749.312500 Penalty: 2184.854736 Iteration 16Q: 3 clusters Score -76749.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -76750.320312 Penalty: 2184.854736 Iteration 17Q: 3 clusters Score -76750.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -76750.320312 Penalty: 2184.854736 Iteration 18F: 3 clusters Score -76750.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 478 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12815 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 353 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1072 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep Score: -4140996.500000 Penalty: 25928.060547 Splitting cluster 15 changes total score from -4141184.000000 to -4140996.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (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: -13719.513672 Penalty: 831.674011 Iteration 0F: 2 clusters Score -13719.51 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: -13055.277344 Penalty: 1663.348022 Iteration 0F: 3 clusters Score -13055.28 nChanged 13 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: -13090.507812 Penalty: 1663.348022 Iteration 1F: 3 clusters Score -13090.51 nChanged 3 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: -13099.662109 Penalty: 1663.348022 Iteration 2Q: 3 clusters Score -13099.66 nChanged 1 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: -13104.751953 Penalty: 1663.348022 Iteration 3Q: 3 clusters Score -13104.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13106.962891 Penalty: 1663.348022 Iteration 4Q: 3 clusters Score -13106.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13111.840820 Penalty: 1663.348022 Iteration 5Q: 3 clusters Score -13111.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -13114.432617 Penalty: 1663.348022 Iteration 6Q: 3 clusters Score -13114.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -13114.432617 Penalty: 1663.348022 Iteration 7F: 3 clusters Score -13114.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Entering Unmasked Estep Score: -90982.820312 Penalty: 1106.289429 Iteration 0F: 2 clusters Score -90982.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -89608.000000 Penalty: 2212.578857 Iteration 0F: 3 clusters Score -89608 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -89838.500000 Penalty: 2212.578857 Iteration 1F: 3 clusters Score -89838.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -89897.148438 Penalty: 2212.578857 Iteration 2F: 3 clusters Score -89897.15 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -89940.937500 Penalty: 2212.578857 Iteration 3Q: 3 clusters Score -89940.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -89971.000000 Penalty: 2212.578857 Iteration 4Q: 3 clusters Score -89971 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -89991.242188 Penalty: 2212.578857 Iteration 5Q: 3 clusters Score -89991.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -90007.515625 Penalty: 2212.578857 Iteration 6Q: 3 clusters Score -90007.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -90022.632812 Penalty: 2212.578857 Iteration 7Q: 3 clusters Score -90022.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -90043.320312 Penalty: 2212.578857 Iteration 8Q: 3 clusters Score -90043.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -90049.812500 Penalty: 2212.578857 Iteration 9Q: 3 clusters Score -90049.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -90052.648438 Penalty: 2212.578857 Iteration 10Q: 3 clusters Score -90052.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -90054.445312 Penalty: 2212.578857 Iteration 11Q: 3 clusters Score -90054.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -90057.726562 Penalty: 2212.578857 Iteration 12Q: 3 clusters Score -90057.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -90061.757812 Penalty: 2212.578857 Iteration 13Q: 3 clusters Score -90061.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -90063.203125 Penalty: 2212.578857 Iteration 14Q: 3 clusters Score -90063.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -90064.484375 Penalty: 2212.578857 Iteration 15Q: 3 clusters Score -90064.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -90064.484375 Penalty: 2212.578857 Iteration 16F: 3 clusters Score -90064.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Entering Unmasked Estep Score: -373153.843750 Penalty: 1332.099976 Iteration 0F: 2 clusters Score -373153.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -370058.375000 Penalty: 2664.199951 Iteration 0F: 3 clusters Score -370058.4 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -370870.375000 Penalty: 2664.199951 Iteration 1F: 3 clusters Score -370870.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -371066.437500 Penalty: 2664.199951 Iteration 2F: 3 clusters Score -371066.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -371254.812500 Penalty: 2664.199951 Iteration 3F: 3 clusters Score -371254.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -371484.812500 Penalty: 2664.199951 Iteration 4F: 3 clusters Score -371484.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -371799.593750 Penalty: 2664.199951 Iteration 5F: 3 clusters Score -371799.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -372100.625000 Penalty: 2664.199951 Iteration 6F: 3 clusters Score -372100.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -372321.687500 Penalty: 2664.199951 Iteration 7F: 3 clusters Score -372321.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -372462.593750 Penalty: 2664.199951 Iteration 8Q: 3 clusters Score -372462.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -372550.031250 Penalty: 2664.199951 Iteration 9Q: 3 clusters Score -372550 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -372602.000000 Penalty: 2664.199951 Iteration 10Q: 3 clusters Score -372602 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -372626.312500 Penalty: 2664.199951 Iteration 11Q: 3 clusters Score -372626.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -372637.687500 Penalty: 2664.199951 Iteration 12Q: 3 clusters Score -372637.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -372646.250000 Penalty: 2664.199951 Iteration 13Q: 3 clusters Score -372646.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -372652.468750 Penalty: 2664.199951 Iteration 14Q: 3 clusters Score -372652.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -372657.812500 Penalty: 2664.199951 Iteration 15Q: 3 clusters Score -372657.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -372663.625000 Penalty: 2664.199951 Iteration 16Q: 3 clusters Score -372663.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -372664.968750 Penalty: 2664.199951 Iteration 17Q: 3 clusters Score -372665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -372666.062500 Penalty: 2664.199951 Iteration 18Q: 3 clusters Score -372666.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -372666.875000 Penalty: 2664.199951 Iteration 19Q: 3 clusters Score -372666.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -372668.687500 Penalty: 2664.199951 Iteration 20F: 3 clusters Score -372668.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -372670.750000 Penalty: 2664.199951 Iteration 21Q: 3 clusters Score -372670.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -372671.937500 Penalty: 2664.199951 Iteration 22Q: 3 clusters Score -372671.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -372671.937500 Penalty: 2664.199951 Iteration 23F: 3 clusters Score -372671.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Entering Unmasked Estep Score: -107516.375000 Penalty: 1133.808228 Iteration 0F: 2 clusters Score -107516.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -106002.531250 Penalty: 2267.616455 Iteration 0F: 3 clusters Score -106002.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -106267.250000 Penalty: 2267.616455 Iteration 1F: 3 clusters Score -106267.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -106351.765625 Penalty: 2267.616455 Iteration 2F: 3 clusters Score -106351.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -106403.906250 Penalty: 2267.616455 Iteration 3Q: 3 clusters Score -106403.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -106425.546875 Penalty: 2267.616455 Iteration 4Q: 3 clusters Score -106425.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -106438.679688 Penalty: 2267.616455 Iteration 5Q: 3 clusters Score -106438.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -106452.390625 Penalty: 2267.616455 Iteration 6Q: 3 clusters Score -106452.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -106459.523438 Penalty: 2267.616455 Iteration 7Q: 3 clusters Score -106459.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -106461.781250 Penalty: 2267.616455 Iteration 8Q: 3 clusters Score -106461.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -106465.625000 Penalty: 2267.616455 Iteration 9Q: 3 clusters Score -106465.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -106468.757812 Penalty: 2267.616455 Iteration 10Q: 3 clusters Score -106468.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106473.765625 Penalty: 2267.616455 Iteration 11Q: 3 clusters Score -106473.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -106475.250000 Penalty: 2267.616455 Iteration 12Q: 3 clusters Score -106475.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106475.679688 Penalty: 2267.616455 Iteration 13Q: 3 clusters Score -106475.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106475.679688 Penalty: 2267.616455 Iteration 14F: 3 clusters Score -106475.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Entering Unmasked Estep Score: -1088445.375000 Penalty: 1501.593994 Iteration 0F: 2 clusters Score -1088445 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1081056.125000 Penalty: 3003.187988 Iteration 0F: 3 clusters Score -1081056 nChanged 4468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1083508.000000 Penalty: 3003.187988 Iteration 1F: 3 clusters Score -1083508 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -1083814.500000 Penalty: 3003.187988 Iteration 2F: 3 clusters Score -1083814 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -1084078.875000 Penalty: 3003.187988 Iteration 3F: 3 clusters Score -1084079 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -1084417.500000 Penalty: 3003.187988 Iteration 4F: 3 clusters Score -1084418 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1084812.625000 Penalty: 3003.187988 Iteration 5F: 3 clusters Score -1084813 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1085273.125000 Penalty: 3003.187988 Iteration 6F: 3 clusters Score -1085273 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1085781.250000 Penalty: 3003.187988 Iteration 7F: 3 clusters Score -1085781 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1086221.125000 Penalty: 3003.187988 Iteration 8F: 3 clusters Score -1086221 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1086537.250000 Penalty: 3003.187988 Iteration 9Q: 3 clusters Score -1086537 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -1086775.750000 Penalty: 3003.187988 Iteration 10Q: 3 clusters Score -1086776 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -1086936.750000 Penalty: 3003.187988 Iteration 11Q: 3 clusters Score -1086937 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -1087041.625000 Penalty: 3003.187988 Iteration 12Q: 3 clusters Score -1087042 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -1087115.625000 Penalty: 3003.187988 Iteration 13Q: 3 clusters Score -1087116 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -1087167.625000 Penalty: 3003.187988 Iteration 14Q: 3 clusters Score -1087168 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -1087211.500000 Penalty: 3003.187988 Iteration 15Q: 3 clusters Score -1087212 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -1087249.500000 Penalty: 3003.187988 Iteration 16Q: 3 clusters Score -1087250 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1087281.625000 Penalty: 3003.187988 Iteration 17Q: 3 clusters Score -1087282 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -1087308.125000 Penalty: 3003.187988 Iteration 18Q: 3 clusters Score -1087308 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -1087325.250000 Penalty: 3003.187988 Iteration 19Q: 3 clusters Score -1087325 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -1087345.000000 Penalty: 3003.187988 Iteration 20F: 3 clusters Score -1087345 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -1087358.000000 Penalty: 3003.187988 Iteration 21Q: 3 clusters Score -1087358 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -1087368.625000 Penalty: 3003.187988 Iteration 22Q: 3 clusters Score -1087369 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -1087386.375000 Penalty: 3003.187988 Iteration 23Q: 3 clusters Score -1087386 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1087395.000000 Penalty: 3003.187988 Iteration 24Q: 3 clusters Score -1087395 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -1087408.500000 Penalty: 3003.187988 Iteration 25Q: 3 clusters Score -1087408 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -1087414.125000 Penalty: 3003.187988 Iteration 26Q: 3 clusters Score -1087414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -1087417.750000 Penalty: 3003.187988 Iteration 27Q: 3 clusters Score -1087418 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -1087420.500000 Penalty: 3003.187988 Iteration 28Q: 3 clusters Score -1087420 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -1087423.000000 Penalty: 3003.187988 Iteration 29Q: 3 clusters Score -1087423 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -1087427.000000 Penalty: 3003.187988 Iteration 30Q: 3 clusters Score -1087427 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -1087426.875000 Penalty: 3003.187988 Iteration 31Q: 3 clusters Score -1087427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -1087426.750000 Penalty: 3003.187988 Iteration 32Q: 3 clusters Score -1087427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -1087429.750000 Penalty: 3003.187988 Iteration 33Q: 3 clusters Score -1087430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 9052 members Entering Unmasked Estep Score: -1087430.625000 Penalty: 3003.187988 Iteration 34Q: 3 clusters Score -1087431 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1087432.000000 Penalty: 3003.187988 Iteration 35Q: 3 clusters Score -1087432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -1087430.875000 Penalty: 3003.187988 Iteration 36Q: 3 clusters Score -1087431 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1087431.500000 Penalty: 3003.187988 Iteration 37Q: 3 clusters Score -1087432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1087432.750000 Penalty: 3003.187988 Iteration 38Q: 3 clusters Score -1087433 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -1087436.625000 Penalty: 3003.187988 Iteration 39Q: 3 clusters Score -1087437 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1087437.750000 Penalty: 3003.187988 Iteration 40F: 3 clusters Score -1087438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -1087438.000000 Penalty: 3003.187988 Iteration 41Q: 3 clusters Score -1087438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -1087440.500000 Penalty: 3003.187988 Iteration 42Q: 3 clusters Score -1087440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -1087442.125000 Penalty: 3003.187988 Iteration 43Q: 3 clusters Score -1087442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -1087441.250000 Penalty: 3003.187988 Iteration 44Q: 3 clusters Score -1087441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -1087440.250000 Penalty: 3003.187988 Iteration 45Q: 3 clusters Score -1087440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1087440.250000 Penalty: 3003.187988 Iteration 46Q: 3 clusters Score -1087440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1087440.250000 Penalty: 3003.187988 Iteration 47F: 3 clusters Score -1087440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12815 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1072 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep ConsiderDeletion Score: -4141182.500000 Penalty: 24199.521484 Iteration 39Q: 15 clusters Score -4141182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1759 members Mstep: Class 10 contains 12814 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3632 members Mstep: Class 22 contains 1073 members Mstep: Class 24 contains 10307 members Entering Unmasked Estep ConsiderDeletion Score: -4141229.750000 Penalty: 24199.521484 Iteration 40F: 15 clusters Score -4141230 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5007 members Mstep: Class 8 contains 1750 members Mstep: Class 10 contains 12801 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3625 members Mstep: Class 22 contains 1115 members Mstep: Class 24 contains 10295 members Entering Unmasked Estep ConsiderDeletion Score: -4141281.000000 Penalty: 24199.521484 Iteration 41Q: 15 clusters Score -4141281 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5010 members Mstep: Class 8 contains 1747 members Mstep: Class 10 contains 12785 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3619 members Mstep: Class 22 contains 1152 members Mstep: Class 24 contains 10282 members Entering Unmasked Estep ConsiderDeletion Score: -4141332.000000 Penalty: 24199.521484 Iteration 42Q: 15 clusters Score -4141332 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5010 members Mstep: Class 8 contains 1745 members Mstep: Class 10 contains 12776 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 825 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3610 members Mstep: Class 22 contains 1198 members Mstep: Class 24 contains 10259 members Entering Unmasked Estep ConsiderDeletion Score: -4141379.000000 Penalty: 24199.521484 Iteration 43Q: 15 clusters Score -4141379 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5010 members Mstep: Class 8 contains 1745 members Mstep: Class 10 contains 12774 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 823 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3604 members Mstep: Class 22 contains 1233 members Mstep: Class 24 contains 10234 members Entering Unmasked Estep ConsiderDeletion Score: -4141416.500000 Penalty: 24199.521484 Iteration 44Q: 15 clusters Score -4141416 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5012 members Mstep: Class 8 contains 1744 members Mstep: Class 10 contains 12771 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2461 members Mstep: Class 15 contains 818 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3598 members Mstep: Class 22 contains 1259 members Mstep: Class 24 contains 10221 members Entering Unmasked Estep ConsiderDeletion Score: -4141424.250000 Penalty: 24199.521484 Iteration 45Q: 15 clusters Score -4141424 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5012 members Mstep: Class 8 contains 1740 members Mstep: Class 10 contains 12772 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 815 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3590 members Mstep: Class 22 contains 1282 members Mstep: Class 24 contains 10213 members Entering Unmasked Estep ConsiderDeletion Score: -4141465.500000 Penalty: 24199.521484 Iteration 46Q: 15 clusters Score -4141466 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12769 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 813 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3587 members Mstep: Class 22 contains 1299 members Mstep: Class 24 contains 10204 members Entering Unmasked Estep ConsiderDeletion Score: -4141491.000000 Penalty: 24199.521484 Iteration 47Q: 15 clusters Score -4141491 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12769 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 813 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3584 members Mstep: Class 22 contains 1311 members Mstep: Class 24 contains 10195 members Entering Unmasked Estep ConsiderDeletion Score: -4141481.000000 Penalty: 24199.521484 Iteration 48Q: 15 clusters Score -4141481 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12768 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3580 members Mstep: Class 22 contains 1321 members Mstep: Class 24 contains 10191 members Entering Unmasked Estep ConsiderDeletion Score: -4141486.750000 Penalty: 24199.521484 Iteration 49Q: 15 clusters Score -4141487 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3580 members Mstep: Class 22 contains 1325 members Mstep: Class 24 contains 10190 members Entering Unmasked Estep ConsiderDeletion Score: -4141487.250000 Penalty: 24199.521484 Iteration 50Q: 15 clusters Score -4141487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 811 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3579 members Mstep: Class 22 contains 1328 members Mstep: Class 24 contains 10189 members Entering Unmasked Estep ConsiderDeletion Score: -4141487.000000 Penalty: 24199.521484 Iteration 51Q: 15 clusters Score -4141487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12764 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3579 members Mstep: Class 22 contains 1330 members Mstep: Class 24 contains 10187 members Entering Unmasked Estep ConsiderDeletion Score: -4141489.750000 Penalty: 24199.521484 Iteration 52Q: 15 clusters Score -4141490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12764 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3579 members Mstep: Class 22 contains 1332 members Mstep: Class 24 contains 10185 members Entering Unmasked Estep ConsiderDeletion Score: -4141488.750000 Penalty: 24199.521484 Iteration 53Q: 15 clusters Score -4141489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12763 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3579 members Mstep: Class 22 contains 1335 members Mstep: Class 24 contains 10183 members Entering Unmasked Estep ConsiderDeletion Score: -4141491.500000 Penalty: 24199.521484 Iteration 54Q: 15 clusters Score -4141492 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12763 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3579 members Mstep: Class 22 contains 1335 members Mstep: Class 24 contains 10183 members Entering Unmasked Estep ConsiderDeletion Score: -4141499.750000 Penalty: 24199.521484 Iteration 55F: 15 clusters Score -4141500 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1739 members Mstep: Class 10 contains 12763 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1336 members Mstep: Class 24 contains 10183 members Entering Unmasked Estep ConsiderDeletion Score: -4141499.500000 Penalty: 24199.521484 Iteration 56Q: 15 clusters Score -4141500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1738 members Mstep: Class 10 contains 12763 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1339 members Mstep: Class 24 contains 10181 members Entering Unmasked Estep ConsiderDeletion Score: -4141498.250000 Penalty: 24199.521484 Iteration 57Q: 15 clusters Score -4141498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1737 members Mstep: Class 10 contains 12764 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1340 members Mstep: Class 24 contains 10180 members Entering Unmasked Estep ConsiderDeletion Score: -4141506.750000 Penalty: 24199.521484 Iteration 58Q: 15 clusters Score -4141507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1736 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1342 members Mstep: Class 24 contains 10178 members Entering Unmasked Estep ConsiderDeletion Score: -4141503.500000 Penalty: 24199.521484 Iteration 59Q: 15 clusters Score -4141504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1736 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1342 members Mstep: Class 24 contains 10178 members Entering Unmasked Estep ConsiderDeletion Score: -4141503.500000 Penalty: 24199.521484 Iteration 60F: 15 clusters Score -4141504 nChanged 0 Entering ConstructFrom: Score: -4141503.500000 Penalty: 24199.521484 Entering ConstructFrom: Trying to split cluster 3 (501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Entering Unmasked Estep Score: -49083.355469 Penalty: 1010.198486 Iteration 0F: 2 clusters Score -49083.36 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 258 members Entering Unmasked Estep Score: -48025.453125 Penalty: 2020.396973 Iteration 0F: 3 clusters Score -48025.45 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48208.511719 Penalty: 2020.396973 Iteration 1F: 3 clusters Score -48208.51 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -48348.019531 Penalty: 2020.396973 Iteration 2F: 3 clusters Score -48348.02 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48469.972656 Penalty: 2020.396973 Iteration 3F: 3 clusters Score -48469.97 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -48564.996094 Penalty: 2020.396973 Iteration 4F: 3 clusters Score -48565 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48667.804688 Penalty: 2020.396973 Iteration 5F: 3 clusters Score -48667.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -48836.402344 Penalty: 2020.396973 Iteration 6F: 3 clusters Score -48836.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -49145.875000 Penalty: 2020.396973 Iteration 7F: 3 clusters Score -49145.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -49362.324219 Penalty: 2020.396973 Iteration 8Q: 3 clusters Score -49362.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -49416.867188 Penalty: 2020.396973 Iteration 9Q: 3 clusters Score -49416.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -49429.710938 Penalty: 2020.396973 Iteration 10Q: 3 clusters Score -49429.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -49433.902344 Penalty: 2020.396973 Iteration 11Q: 3 clusters Score -49433.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -49433.902344 Penalty: 2020.396973 Iteration 12F: 3 clusters Score -49433.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 388 members Mstep: Class 3 contains 113 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1736 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1342 members Mstep: Class 24 contains 10178 members Entering Unmasked Estep Score: -4141135.500000 Penalty: 25928.060547 Splitting cluster 3 changes total score from -4141503.500000 to -4141135.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Entering Unmasked Estep Score: -121890.515625 Penalty: 1151.730713 Iteration 0F: 2 clusters Score -121890.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -120313.375000 Penalty: 2303.461426 Iteration 0F: 3 clusters Score -120313.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -120601.992188 Penalty: 2303.461426 Iteration 1F: 3 clusters Score -120602 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -120683.609375 Penalty: 2303.461426 Iteration 2F: 3 clusters Score -120683.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -120722.007812 Penalty: 2303.461426 Iteration 3Q: 3 clusters Score -120722 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -120744.921875 Penalty: 2303.461426 Iteration 4Q: 3 clusters Score -120744.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -120755.414062 Penalty: 2303.461426 Iteration 5Q: 3 clusters Score -120755.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -120766.757812 Penalty: 2303.461426 Iteration 6Q: 3 clusters Score -120766.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -120774.703125 Penalty: 2303.461426 Iteration 7Q: 3 clusters Score -120774.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -120780.007812 Penalty: 2303.461426 Iteration 8Q: 3 clusters Score -120780 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -120789.125000 Penalty: 2303.461426 Iteration 9Q: 3 clusters Score -120789.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -120797.054688 Penalty: 2303.461426 Iteration 10Q: 3 clusters Score -120797.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -120802.820312 Penalty: 2303.461426 Iteration 11Q: 3 clusters Score -120802.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -120807.820312 Penalty: 2303.461426 Iteration 12Q: 3 clusters Score -120807.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -120811.023438 Penalty: 2303.461426 Iteration 13Q: 3 clusters Score -120811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -120813.914062 Penalty: 2303.461426 Iteration 14Q: 3 clusters Score -120813.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -120814.421875 Penalty: 2303.461426 Iteration 15Q: 3 clusters Score -120814.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -120814.421875 Penalty: 2303.461426 Iteration 16F: 3 clusters Score -120814.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Entering Unmasked Estep Score: -54347.726562 Penalty: 1030.021484 Iteration 0F: 2 clusters Score -54347.73 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 289 members Entering Unmasked Estep Score: -53254.460938 Penalty: 2060.042969 Iteration 0F: 3 clusters Score -53254.46 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -53538.015625 Penalty: 2060.042969 Iteration 1F: 3 clusters Score -53538.02 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -53791.316406 Penalty: 2060.042969 Iteration 2F: 3 clusters Score -53791.32 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -54105.378906 Penalty: 2060.042969 Iteration 3F: 3 clusters Score -54105.38 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -54461.871094 Penalty: 2060.042969 Iteration 4F: 3 clusters Score -54461.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -54617.289062 Penalty: 2060.042969 Iteration 5F: 3 clusters Score -54617.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -54670.203125 Penalty: 2060.042969 Iteration 6Q: 3 clusters Score -54670.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -54689.558594 Penalty: 2060.042969 Iteration 7Q: 3 clusters Score -54689.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -54689.558594 Penalty: 2060.042969 Iteration 8F: 3 clusters Score -54689.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 407 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 159 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1736 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1342 members Mstep: Class 24 contains 10178 members Entering Unmasked Estep Score: -4141147.500000 Penalty: 25928.060547 Splitting cluster 5 changes total score from -4141503.500000 to -4141147.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (5013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Entering Unmasked Estep Score: -505923.750000 Penalty: 1384.465820 Iteration 0F: 2 clusters Score -505923.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -501986.781250 Penalty: 2768.931641 Iteration 0F: 3 clusters Score -501986.8 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -503160.656250 Penalty: 2768.931641 Iteration 1F: 3 clusters Score -503160.7 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -503462.156250 Penalty: 2768.931641 Iteration 2F: 3 clusters Score -503462.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -503713.312500 Penalty: 2768.931641 Iteration 3F: 3 clusters Score -503713.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -503916.812500 Penalty: 2768.931641 Iteration 4F: 3 clusters Score -503916.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -504112.250000 Penalty: 2768.931641 Iteration 5Q: 3 clusters Score -504112.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -504276.218750 Penalty: 2768.931641 Iteration 6Q: 3 clusters Score -504276.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -504393.218750 Penalty: 2768.931641 Iteration 7Q: 3 clusters Score -504393.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -504480.625000 Penalty: 2768.931641 Iteration 8Q: 3 clusters Score -504480.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -504542.062500 Penalty: 2768.931641 Iteration 9Q: 3 clusters Score -504542.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -504576.437500 Penalty: 2768.931641 Iteration 10Q: 3 clusters Score -504576.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -504604.031250 Penalty: 2768.931641 Iteration 11Q: 3 clusters Score -504604 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -504623.906250 Penalty: 2768.931641 Iteration 12Q: 3 clusters Score -504623.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -504639.968750 Penalty: 2768.931641 Iteration 13Q: 3 clusters Score -504640 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -504651.750000 Penalty: 2768.931641 Iteration 14Q: 3 clusters Score -504651.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -504659.125000 Penalty: 2768.931641 Iteration 15Q: 3 clusters Score -504659.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -504667.593750 Penalty: 2768.931641 Iteration 16Q: 3 clusters Score -504667.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -504674.468750 Penalty: 2768.931641 Iteration 17Q: 3 clusters Score -504674.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -504682.687500 Penalty: 2768.931641 Iteration 18Q: 3 clusters Score -504682.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -504686.781250 Penalty: 2768.931641 Iteration 19Q: 3 clusters Score -504686.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -504692.812500 Penalty: 2768.931641 Iteration 20F: 3 clusters Score -504692.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -504699.468750 Penalty: 2768.931641 Iteration 21Q: 3 clusters Score -504699.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -504703.406250 Penalty: 2768.931641 Iteration 22Q: 3 clusters Score -504703.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -504706.531250 Penalty: 2768.931641 Iteration 23Q: 3 clusters Score -504706.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -504707.937500 Penalty: 2768.931641 Iteration 24Q: 3 clusters Score -504707.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -504712.468750 Penalty: 2768.931641 Iteration 25Q: 3 clusters Score -504712.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -504715.812500 Penalty: 2768.931641 Iteration 26Q: 3 clusters Score -504715.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -504720.531250 Penalty: 2768.931641 Iteration 27Q: 3 clusters Score -504720.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -504723.156250 Penalty: 2768.931641 Iteration 28Q: 3 clusters Score -504723.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -504723.812500 Penalty: 2768.931641 Iteration 29Q: 3 clusters Score -504723.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -504726.062500 Penalty: 2768.931641 Iteration 30Q: 3 clusters Score -504726.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -504728.437500 Penalty: 2768.931641 Iteration 31Q: 3 clusters Score -504728.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -504728.531250 Penalty: 2768.931641 Iteration 32Q: 3 clusters Score -504728.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -504731.312500 Penalty: 2768.931641 Iteration 33Q: 3 clusters Score -504731.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -504732.250000 Penalty: 2768.931641 Iteration 34Q: 3 clusters Score -504732.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -504730.968750 Penalty: 2768.931641 Iteration 35Q: 3 clusters Score -504731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -504731.000000 Penalty: 2768.931641 Iteration 36Q: 3 clusters Score -504731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -504731.000000 Penalty: 2768.931641 Iteration 37F: 3 clusters Score -504731 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Entering Unmasked Estep Score: -163554.312500 Penalty: 1212.142578 Iteration 0F: 2 clusters Score -163554.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -161618.562500 Penalty: 2424.285156 Iteration 0F: 3 clusters Score -161618.6 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -162025.781250 Penalty: 2424.285156 Iteration 1F: 3 clusters Score -162025.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -162177.218750 Penalty: 2424.285156 Iteration 2F: 3 clusters Score -162177.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -162296.031250 Penalty: 2424.285156 Iteration 3F: 3 clusters Score -162296 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -162494.984375 Penalty: 2424.285156 Iteration 4F: 3 clusters Score -162495 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -162676.593750 Penalty: 2424.285156 Iteration 5F: 3 clusters Score -162676.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -162825.046875 Penalty: 2424.285156 Iteration 6F: 3 clusters Score -162825 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -162908.593750 Penalty: 2424.285156 Iteration 7Q: 3 clusters Score -162908.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -162966.218750 Penalty: 2424.285156 Iteration 8Q: 3 clusters Score -162966.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -163019.281250 Penalty: 2424.285156 Iteration 9Q: 3 clusters Score -163019.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -163069.921875 Penalty: 2424.285156 Iteration 10Q: 3 clusters Score -163069.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -163103.140625 Penalty: 2424.285156 Iteration 11Q: 3 clusters Score -163103.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -163129.484375 Penalty: 2424.285156 Iteration 12Q: 3 clusters Score -163129.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -163140.609375 Penalty: 2424.285156 Iteration 13Q: 3 clusters Score -163140.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -163146.328125 Penalty: 2424.285156 Iteration 14Q: 3 clusters Score -163146.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -163150.468750 Penalty: 2424.285156 Iteration 15Q: 3 clusters Score -163150.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -163153.546875 Penalty: 2424.285156 Iteration 16Q: 3 clusters Score -163153.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -163155.453125 Penalty: 2424.285156 Iteration 17Q: 3 clusters Score -163155.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -163158.203125 Penalty: 2424.285156 Iteration 18Q: 3 clusters Score -163158.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -163161.203125 Penalty: 2424.285156 Iteration 19Q: 3 clusters Score -163161.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -163162.437500 Penalty: 2424.285156 Iteration 20F: 3 clusters Score -163162.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -163163.500000 Penalty: 2424.285156 Iteration 21Q: 3 clusters Score -163163.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -163164.203125 Penalty: 2424.285156 Iteration 22Q: 3 clusters Score -163164.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -163164.203125 Penalty: 2424.285156 Iteration 23F: 3 clusters Score -163164.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Entering Unmasked Estep Score: -1285418.125000 Penalty: 1536.350098 Iteration 0F: 2 clusters Score -1285418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -1276340.125000 Penalty: 3072.700195 Iteration 0F: 3 clusters Score -1276340 nChanged 5718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1279777.250000 Penalty: 3072.700195 Iteration 1F: 3 clusters Score -1279777 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1280414.750000 Penalty: 3072.700195 Iteration 2F: 3 clusters Score -1280415 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -1281157.375000 Penalty: 3072.700195 Iteration 3F: 3 clusters Score -1281157 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -1281917.750000 Penalty: 3072.700195 Iteration 4F: 3 clusters Score -1281918 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -1282649.875000 Penalty: 3072.700195 Iteration 5F: 3 clusters Score -1282650 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -1283247.250000 Penalty: 3072.700195 Iteration 6F: 3 clusters Score -1283247 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -1283626.625000 Penalty: 3072.700195 Iteration 7Q: 3 clusters Score -1283627 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -1283828.250000 Penalty: 3072.700195 Iteration 8Q: 3 clusters Score -1283828 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -1283986.500000 Penalty: 3072.700195 Iteration 9Q: 3 clusters Score -1283986 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -1284161.625000 Penalty: 3072.700195 Iteration 10Q: 3 clusters Score -1284162 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -1284304.125000 Penalty: 3072.700195 Iteration 11Q: 3 clusters Score -1284304 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -1284383.625000 Penalty: 3072.700195 Iteration 12Q: 3 clusters Score -1284384 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -1284429.250000 Penalty: 3072.700195 Iteration 13Q: 3 clusters Score -1284429 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -1284459.250000 Penalty: 3072.700195 Iteration 14Q: 3 clusters Score -1284459 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -1284476.375000 Penalty: 3072.700195 Iteration 15Q: 3 clusters Score -1284476 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 10595 members Entering Unmasked Estep Score: -1284484.375000 Penalty: 3072.700195 Iteration 16Q: 3 clusters Score -1284484 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -1284485.500000 Penalty: 3072.700195 Iteration 17Q: 3 clusters Score -1284486 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -1284487.500000 Penalty: 3072.700195 Iteration 18Q: 3 clusters Score -1284488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -1284493.000000 Penalty: 3072.700195 Iteration 19Q: 3 clusters Score -1284493 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -1284499.000000 Penalty: 3072.700195 Iteration 20F: 3 clusters Score -1284499 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -1284500.625000 Penalty: 3072.700195 Iteration 21Q: 3 clusters Score -1284501 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1284502.750000 Penalty: 3072.700195 Iteration 22Q: 3 clusters Score -1284503 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -1284507.750000 Penalty: 3072.700195 Iteration 23Q: 3 clusters Score -1284508 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 10699 members Entering Unmasked Estep Score: -1284510.375000 Penalty: 3072.700195 Iteration 24Q: 3 clusters Score -1284510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -1284511.750000 Penalty: 3072.700195 Iteration 25Q: 3 clusters Score -1284512 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -1284513.375000 Penalty: 3072.700195 Iteration 26Q: 3 clusters Score -1284513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 10716 members Entering Unmasked Estep Score: -1284515.125000 Penalty: 3072.700195 Iteration 27Q: 3 clusters Score -1284515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -1284517.625000 Penalty: 3072.700195 Iteration 28Q: 3 clusters Score -1284518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1284516.000000 Penalty: 3072.700195 Iteration 29Q: 3 clusters Score -1284516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -1284516.375000 Penalty: 3072.700195 Iteration 30Q: 3 clusters Score -1284516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -1284516.625000 Penalty: 3072.700195 Iteration 31Q: 3 clusters Score -1284517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -1284516.625000 Penalty: 3072.700195 Iteration 32F: 3 clusters Score -1284517 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Entering Unmasked Estep Score: -41147.070312 Penalty: 984.986694 Iteration 0F: 2 clusters Score -41147.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -40146.578125 Penalty: 1969.973389 Iteration 0F: 3 clusters Score -40146.58 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -40265.375000 Penalty: 1969.973389 Iteration 1F: 3 clusters Score -40265.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -40295.941406 Penalty: 1969.973389 Iteration 2Q: 3 clusters Score -40295.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -40315.316406 Penalty: 1969.973389 Iteration 3Q: 3 clusters Score -40315.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -40330.886719 Penalty: 1969.973389 Iteration 4Q: 3 clusters Score -40330.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -40346.628906 Penalty: 1969.973389 Iteration 5Q: 3 clusters Score -40346.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -40354.195312 Penalty: 1969.973389 Iteration 6Q: 3 clusters Score -40354.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -40360.523438 Penalty: 1969.973389 Iteration 7Q: 3 clusters Score -40360.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -40361.214844 Penalty: 1969.973389 Iteration 8Q: 3 clusters Score -40361.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -40361.214844 Penalty: 1969.973389 Iteration 9F: 3 clusters Score -40361.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Entering Unmasked Estep Score: -254907.953125 Penalty: 1268.786499 Iteration 0F: 2 clusters Score -254908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -252484.718750 Penalty: 2537.572998 Iteration 0F: 3 clusters Score -252484.7 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -253067.687500 Penalty: 2537.572998 Iteration 1F: 3 clusters Score -253067.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -253245.640625 Penalty: 2537.572998 Iteration 2F: 3 clusters Score -253245.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -253454.140625 Penalty: 2537.572998 Iteration 3F: 3 clusters Score -253454.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -253677.296875 Penalty: 2537.572998 Iteration 4F: 3 clusters Score -253677.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -253856.703125 Penalty: 2537.572998 Iteration 5F: 3 clusters Score -253856.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -253975.015625 Penalty: 2537.572998 Iteration 6Q: 3 clusters Score -253975 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -254059.500000 Penalty: 2537.572998 Iteration 7Q: 3 clusters Score -254059.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -254123.484375 Penalty: 2537.572998 Iteration 8Q: 3 clusters Score -254123.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -254163.921875 Penalty: 2537.572998 Iteration 9Q: 3 clusters Score -254163.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -254197.937500 Penalty: 2537.572998 Iteration 10Q: 3 clusters Score -254197.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -254219.531250 Penalty: 2537.572998 Iteration 11Q: 3 clusters Score -254219.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -254234.343750 Penalty: 2537.572998 Iteration 12Q: 3 clusters Score -254234.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -254248.359375 Penalty: 2537.572998 Iteration 13Q: 3 clusters Score -254248.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -254258.296875 Penalty: 2537.572998 Iteration 14Q: 3 clusters Score -254258.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -254264.687500 Penalty: 2537.572998 Iteration 15Q: 3 clusters Score -254264.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -254267.593750 Penalty: 2537.572998 Iteration 16Q: 3 clusters Score -254267.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -254270.750000 Penalty: 2537.572998 Iteration 17Q: 3 clusters Score -254270.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -254274.906250 Penalty: 2537.572998 Iteration 18Q: 3 clusters Score -254274.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -254278.109375 Penalty: 2537.572998 Iteration 19Q: 3 clusters Score -254278.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -254279.531250 Penalty: 2537.572998 Iteration 20F: 3 clusters Score -254279.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -254281.281250 Penalty: 2537.572998 Iteration 21Q: 3 clusters Score -254281.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -254283.531250 Penalty: 2537.572998 Iteration 22Q: 3 clusters Score -254283.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -254284.406250 Penalty: 2537.572998 Iteration 23Q: 3 clusters Score -254284.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -254285.546875 Penalty: 2537.572998 Iteration 24Q: 3 clusters Score -254285.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -254285.843750 Penalty: 2537.572998 Iteration 25Q: 3 clusters Score -254285.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -254285.843750 Penalty: 2537.572998 Iteration 26F: 3 clusters Score -254285.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Entering Unmasked Estep Score: -74700.789062 Penalty: 1088.668823 Iteration 0F: 2 clusters Score -74700.79 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 405 members Entering Unmasked Estep Score: -73470.734375 Penalty: 2177.337646 Iteration 0F: 3 clusters Score -73470.73 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -73872.468750 Penalty: 2177.337646 Iteration 1F: 3 clusters Score -73872.47 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -74047.656250 Penalty: 2177.337646 Iteration 2F: 3 clusters Score -74047.66 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -74252.906250 Penalty: 2177.337646 Iteration 3F: 3 clusters Score -74252.91 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -74407.257812 Penalty: 2177.337646 Iteration 4F: 3 clusters Score -74407.26 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -74530.375000 Penalty: 2177.337646 Iteration 5F: 3 clusters Score -74530.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -74642.062500 Penalty: 2177.337646 Iteration 6Q: 3 clusters Score -74642.06 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74759.781250 Penalty: 2177.337646 Iteration 7Q: 3 clusters Score -74759.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -74806.578125 Penalty: 2177.337646 Iteration 8Q: 3 clusters Score -74806.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -74906.367188 Penalty: 2177.337646 Iteration 9Q: 3 clusters Score -74906.37 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -75050.664062 Penalty: 2177.337646 Iteration 10Q: 3 clusters Score -75050.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -75077.375000 Penalty: 2177.337646 Iteration 11Q: 3 clusters Score -75077.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -75095.773438 Penalty: 2177.337646 Iteration 12Q: 3 clusters Score -75095.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -75111.445312 Penalty: 2177.337646 Iteration 13Q: 3 clusters Score -75111.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -75118.000000 Penalty: 2177.337646 Iteration 14Q: 3 clusters Score -75118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -75124.000000 Penalty: 2177.337646 Iteration 15F: 3 clusters Score -75124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -75134.578125 Penalty: 2177.337646 Iteration 16Q: 3 clusters Score -75134.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -75136.906250 Penalty: 2177.337646 Iteration 17Q: 3 clusters Score -75136.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -75136.906250 Penalty: 2177.337646 Iteration 18F: 3 clusters Score -75136.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 320 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 566 members Mstep: Class 7 contains 5013 members Mstep: Class 8 contains 1736 members Mstep: Class 10 contains 12765 members Mstep: Class 12 contains 429 members Mstep: Class 13 contains 2460 members Mstep: Class 15 contains 492 members Mstep: Class 16 contains 167 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 3578 members Mstep: Class 22 contains 1342 members Mstep: Class 24 contains 10178 members Entering Unmasked Estep Score: -4141297.750000 Penalty: 25928.060547 Splitting cluster 15 changes total score from -4141503.500000 to -4141297.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (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: -13719.513672 Penalty: 831.674011 Iteration 0F: 2 clusters Score -13719.51 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 80 members Entering Unmasked Estep Score: -13006.140625 Penalty: 1663.348022 Iteration 0F: 3 clusters Score -13006.14 nChanged 22 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: -13093.861328 Penalty: 1663.348022 Iteration 1F: 3 clusters Score -13093.86 nChanged 8 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: -13133.217773 Penalty: 1663.348022 Iteration 2Q: 3 clusters Score -13133.22 nChanged 1 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: -13134.104492 Penalty: 1663.348022 Iteration 3Q: 3 clusters Score -13134.1 nChanged 0 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: -13134.104492 Penalty: 1663.348022 Iteration 4F: 3 clusters Score -13134.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Entering Unmasked Estep Score: -90982.820312 Penalty: 1106.289429 Iteration 0F: 2 clusters Score -90982.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -89622.281250 Penalty: 2212.578857 Iteration 0F: 3 clusters Score -89622.28 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -89893.617188 Penalty: 2212.578857 Iteration 1F: 3 clusters Score -89893.62 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -89964.515625 Penalty: 2212.578857 Iteration 2F: 3 clusters Score -89964.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -90012.320312 Penalty: 2212.578857 Iteration 3Q: 3 clusters Score -90012.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -90046.890625 Penalty: 2212.578857 Iteration 4Q: 3 clusters Score -90046.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -90064.164062 Penalty: 2212.578857 Iteration 5Q: 3 clusters Score -90064.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -90080.046875 Penalty: 2212.578857 Iteration 6Q: 3 clusters Score -90080.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -90103.968750 Penalty: 2212.578857 Iteration 7Q: 3 clusters Score -90103.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -90151.023438 Penalty: 2212.578857 Iteration 8Q: 3 clusters Score -90151.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -90201.640625 Penalty: 2212.578857 Iteration 9Q: 3 clusters Score -90201.64 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -90236.148438 Penalty: 2212.578857 Iteration 10Q: 3 clusters Score -90236.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -90257.148438 Penalty: 2212.578857 Iteration 11Q: 3 clusters Score -90257.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -90270.476562 Penalty: 2212.578857 Iteration 12Q: 3 clusters Score -90270.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -90281.398438 Penalty: 2212.578857 Iteration 13Q: 3 clusters Score -90281.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -90286.570312 Penalty: 2212.578857 Iteration 14Q: 3 clusters Score -90286.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -90293.960938 Penalty: 2212.578857 Iteration 15Q: 3 clusters Score -90293.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -90299.804688 Penalty: 2212.578857 Iteration 16Q: 3 clusters Score -90299.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -90308.796875 Penalty: 2212.578857 Iteration 17Q: 3 clusters Score -90308.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -90314.179688 Penalty: 2212.578857 Iteration 18Q: 3 clusters Score -90314.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -90316.742188 Penalty: 2212.578857 Iteration 19Q: 3 clusters Score -90316.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -90317.304688 Penalty: 2212.578857 Iteration 20F: 3 clusters Score -90317.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Entering Unmasked Estep Score: -368348.531250 Penalty: 1329.665894 Iteration 0F: 2 clusters Score -368348.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -365295.718750 Penalty: 2659.331787 Iteration 0F: 3 clusters Score -365295.7 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -366147.156250 Penalty: 2659.331787 Iteration 1F: 3 clusters Score -366147.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -366432.812500 Penalty: 2659.331787 Iteration 2F: 3 clusters Score -366432.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -366707.156250 Penalty: 2659.331787 Iteration 3F: 3 clusters Score -366707.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -366956.125000 Penalty: 2659.331787 Iteration 4F: 3 clusters Score -366956.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -367184.437500 Penalty: 2659.331787 Iteration 5F: 3 clusters Score -367184.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -367342.000000 Penalty: 2659.331787 Iteration 6F: 3 clusters Score -367342 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -367463.375000 Penalty: 2659.331787 Iteration 7Q: 3 clusters Score -367463.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -367540.031250 Penalty: 2659.331787 Iteration 8Q: 3 clusters Score -367540 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -367598.281250 Penalty: 2659.331787 Iteration 9Q: 3 clusters Score -367598.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -367648.468750 Penalty: 2659.331787 Iteration 10Q: 3 clusters Score -367648.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -367691.375000 Penalty: 2659.331787 Iteration 11Q: 3 clusters Score -367691.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -367733.500000 Penalty: 2659.331787 Iteration 12Q: 3 clusters Score -367733.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -367763.968750 Penalty: 2659.331787 Iteration 13Q: 3 clusters Score -367764 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -367784.906250 Penalty: 2659.331787 Iteration 14Q: 3 clusters Score -367784.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -367798.937500 Penalty: 2659.331787 Iteration 15Q: 3 clusters Score -367798.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -367811.281250 Penalty: 2659.331787 Iteration 16Q: 3 clusters Score -367811.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -367824.812500 Penalty: 2659.331787 Iteration 17Q: 3 clusters Score -367824.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -367831.406250 Penalty: 2659.331787 Iteration 18Q: 3 clusters Score -367831.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -367835.250000 Penalty: 2659.331787 Iteration 19Q: 3 clusters Score -367835.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -367844.093750 Penalty: 2659.331787 Iteration 20F: 3 clusters Score -367844.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -367855.562500 Penalty: 2659.331787 Iteration 21Q: 3 clusters Score -367855.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -367864.812500 Penalty: 2659.331787 Iteration 22Q: 3 clusters Score -367864.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -367869.687500 Penalty: 2659.331787 Iteration 23Q: 3 clusters Score -367869.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -367874.812500 Penalty: 2659.331787 Iteration 24Q: 3 clusters Score -367874.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -367877.468750 Penalty: 2659.331787 Iteration 25Q: 3 clusters Score -367877.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -367881.062500 Penalty: 2659.331787 Iteration 26Q: 3 clusters Score -367881.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -367890.187500 Penalty: 2659.331787 Iteration 27Q: 3 clusters Score -367890.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -367911.875000 Penalty: 2659.331787 Iteration 28Q: 3 clusters Score -367911.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -367933.562500 Penalty: 2659.331787 Iteration 29Q: 3 clusters Score -367933.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -367951.718750 Penalty: 2659.331787 Iteration 30Q: 3 clusters Score -367951.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -367962.968750 Penalty: 2659.331787 Iteration 31Q: 3 clusters Score -367963 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -367970.750000 Penalty: 2659.331787 Iteration 32Q: 3 clusters Score -367970.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -367976.843750 Penalty: 2659.331787 Iteration 33Q: 3 clusters Score -367976.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -367986.531250 Penalty: 2659.331787 Iteration 34Q: 3 clusters Score -367986.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -367994.437500 Penalty: 2659.331787 Iteration 35Q: 3 clusters Score -367994.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -368002.187500 Penalty: 2659.331787 Iteration 36Q: 3 clusters Score -368002.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -368005.500000 Penalty: 2659.331787 Iteration 37Q: 3 clusters Score -368005.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -368008.906250 Penalty: 2659.331787 Iteration 38Q: 3 clusters Score -368008.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -368011.343750 Penalty: 2659.331787 Iteration 39Q: 3 clusters Score -368011.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -368018.656250 Penalty: 2659.331787 Iteration 40F: 3 clusters Score -368018.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -368028.531250 Penalty: 2659.331787 Iteration 41Q: 3 clusters Score -368028.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -368029.562500 Penalty: 2659.331787 Iteration 42Q: 3 clusters Score -368029.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -368036.468750 Penalty: 2659.331787 Iteration 43Q: 3 clusters Score -368036.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -368046.500000 Penalty: 2659.331787 Iteration 44Q: 3 clusters Score -368046.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -368049.031250 Penalty: 2659.331787 Iteration 45Q: 3 clusters Score -368049 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -368050.937500 Penalty: 2659.331787 Iteration 46Q: 3 clusters Score -368050.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -368052.281250 Penalty: 2659.331787 Iteration 47Q: 3 clusters Score -368052.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -368052.281250 Penalty: 2659.331787 Iteration 48F: 3 clusters Score -368052.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Entering Unmasked Estep Score: -133385.031250 Penalty: 1170.311401 Iteration 0F: 2 clusters Score -133385 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -131731.515625 Penalty: 2340.622803 Iteration 0F: 3 clusters Score -131731.5 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -132057.093750 Penalty: 2340.622803 Iteration 1F: 3 clusters Score -132057.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -132149.109375 Penalty: 2340.622803 Iteration 2F: 3 clusters Score -132149.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -132198.437500 Penalty: 2340.622803 Iteration 3Q: 3 clusters Score -132198.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -132231.500000 Penalty: 2340.622803 Iteration 4Q: 3 clusters Score -132231.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -132252.093750 Penalty: 2340.622803 Iteration 5Q: 3 clusters Score -132252.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -132271.687500 Penalty: 2340.622803 Iteration 6Q: 3 clusters Score -132271.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -132290.062500 Penalty: 2340.622803 Iteration 7Q: 3 clusters Score -132290.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -132302.437500 Penalty: 2340.622803 Iteration 8Q: 3 clusters Score -132302.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -132323.234375 Penalty: 2340.622803 Iteration 9Q: 3 clusters Score -132323.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132339.015625 Penalty: 2340.622803 Iteration 10Q: 3 clusters Score -132339 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132343.921875 Penalty: 2340.622803 Iteration 11Q: 3 clusters Score -132343.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132346.687500 Penalty: 2340.622803 Iteration 12Q: 3 clusters Score -132346.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132348.562500 Penalty: 2340.622803 Iteration 13Q: 3 clusters Score -132348.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132351.562500 Penalty: 2340.622803 Iteration 14Q: 3 clusters Score -132351.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132352.968750 Penalty: 2340.622803 Iteration 15Q: 3 clusters Score -132353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -132354.984375 Penalty: 2340.622803 Iteration 16Q: 3 clusters Score -132355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -132356.703125 Penalty: 2340.622803 Iteration 17Q: 3 clusters Score -132356.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -132359.265625 Penalty: 2340.622803 Iteration 18Q: 3 clusters Score -132359.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -132360.859375 Penalty: 2340.622803 Iteration 19Q: 3 clusters Score -132360.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -132361.593750 Penalty: 2340.622803 Iteration 20F: 3 clusters Score -132361.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -132361.984375 Penalty: 2340.622803 Iteration 21Q: 3 clusters Score -132362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -132361.984375 Penalty: 2340.622803 Iteration 22F: 3 clusters Score -132362 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (10178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Entering Unmasked Estep Score: -1076087.250000 Penalty: 1499.547363 Iteration 0F: 2 clusters Score -1076087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1068871.000000 Penalty: 2999.094727 Iteration 0F: 3 clusters Score -1068871 nChanged 4367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -1071160.125000 Penalty: 2999.094727 Iteration 1F: 3 clusters Score -1071160 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1071424.625000 Penalty: 2999.094727 Iteration 2F: 3 clusters Score -1071425 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1071619.000000 Penalty: 2999.094727 Iteration 3F: 3 clusters Score -1071619 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -1071795.750000 Penalty: 2999.094727 Iteration 4Q: 3 clusters Score -1071796 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1071990.000000 Penalty: 2999.094727 Iteration 5Q: 3 clusters Score -1071990 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1072176.375000 Penalty: 2999.094727 Iteration 6Q: 3 clusters Score -1072176 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -1072417.750000 Penalty: 2999.094727 Iteration 7Q: 3 clusters Score -1072418 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1072655.125000 Penalty: 2999.094727 Iteration 8Q: 3 clusters Score -1072655 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -1072886.000000 Penalty: 2999.094727 Iteration 9Q: 3 clusters Score -1072886 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -1073119.375000 Penalty: 2999.094727 Iteration 10Q: 3 clusters Score -1073119 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1073353.125000 Penalty: 2999.094727 Iteration 11Q: 3 clusters Score -1073353 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -1073567.875000 Penalty: 2999.094727 Iteration 12Q: 3 clusters Score -1073568 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1073722.125000 Penalty: 2999.094727 Iteration 13Q: 3 clusters Score -1073722 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1073852.000000 Penalty: 2999.094727 Iteration 14Q: 3 clusters Score -1073852 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1073959.000000 Penalty: 2999.094727 Iteration 15Q: 3 clusters Score -1073959 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1074041.000000 Penalty: 2999.094727 Iteration 16Q: 3 clusters Score -1074041 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -1074118.875000 Penalty: 2999.094727 Iteration 17Q: 3 clusters Score -1074119 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1074190.125000 Penalty: 2999.094727 Iteration 18Q: 3 clusters Score -1074190 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -1074255.750000 Penalty: 2999.094727 Iteration 19Q: 3 clusters Score -1074256 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -1074318.625000 Penalty: 2999.094727 Iteration 20F: 3 clusters Score -1074319 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -1074366.750000 Penalty: 2999.094727 Iteration 21Q: 3 clusters Score -1074367 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -1074419.375000 Penalty: 2999.094727 Iteration 22Q: 3 clusters Score -1074419 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -1074452.375000 Penalty: 2999.094727 Iteration 23Q: 3 clusters Score -1074452 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -1074486.750000 Penalty: 2999.094727 Iteration 24Q: 3 clusters Score -1074487 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -1074509.500000 Penalty: 2999.094727 Iteration 25Q: 3 clusters Score -1074510 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -1074540.750000 Penalty: 2999.094727 Iteration 26Q: 3 clusters Score -1074541 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -1074569.500000 Penalty: 2999.094727 Iteration 27Q: 3 clusters Score -1074570 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -1074589.375000 Penalty: 2999.094727 Iteration 28Q: 3 clusters Score -1074589 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -1074605.000000 Penalty: 2999.094727 Iteration 29Q: 3 clusters Score -1074605 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1074618.875000 Penalty: 2999.094727 Iteration 30Q: 3 clusters Score -1074619 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -1074627.875000 Penalty: 2999.094727 Iteration 31Q: 3 clusters Score -1074628 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1074639.250000 Penalty: 2999.094727 Iteration 32Q: 3 clusters Score -1074639 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1074646.875000 Penalty: 2999.094727 Iteration 33Q: 3 clusters Score -1074647 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -1074660.750000 Penalty: 2999.094727 Iteration 34Q: 3 clusters Score -1074661 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -1074674.750000 Penalty: 2999.094727 Iteration 35Q: 3 clusters Score -1074675 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -1074691.875000 Penalty: 2999.094727 Iteration 36Q: 3 clusters Score -1074692 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -1074703.125000 Penalty: 2999.094727 Iteration 37Q: 3 clusters Score -1074703 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -1074709.000000 Penalty: 2999.094727 Iteration 38Q: 3 clusters Score -1074709 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -1074717.500000 Penalty: 2999.094727 Iteration 39Q: 3 clusters Score -1074718 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -1074722.750000 Penalty: 2999.094727 Iteration 40F: 3 clusters Score -1074723 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1074730.875000 Penalty: 2999.094727 Iteration 41Q: 3 clusters Score -1074731 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -1074736.000000 Penalty: 2999.094727 Iteration 42Q: 3 clusters Score -1074736 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -1074745.750000 Penalty: 2999.094727 Iteration 43Q: 3 clusters Score -1074746 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1074756.125000 Penalty: 2999.094727 Iteration 44Q: 3 clusters Score -1074756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -1074767.750000 Penalty: 2999.094727 Iteration 45Q: 3 clusters Score -1074768 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -1074775.000000 Penalty: 2999.094727 Iteration 46Q: 3 clusters Score -1074775 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -1074779.625000 Penalty: 2999.094727 Iteration 47Q: 3 clusters Score -1074780 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1074781.750000 Penalty: 2999.094727 Iteration 48Q: 3 clusters Score -1074782 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -1074791.000000 Penalty: 2999.094727 Iteration 49Q: 3 clusters Score -1074791 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -1074807.125000 Penalty: 2999.094727 Iteration 50Q: 3 clusters Score -1074807 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1074821.625000 Penalty: 2999.094727 Iteration 51Q: 3 clusters Score -1074822 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -1074833.000000 Penalty: 2999.094727 Iteration 52Q: 3 clusters Score -1074833 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -1074848.250000 Penalty: 2999.094727 Iteration 53Q: 3 clusters Score -1074848 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1074854.750000 Penalty: 2999.094727 Iteration 54Q: 3 clusters Score -1074855 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -1074857.875000 Penalty: 2999.094727 Iteration 55Q: 3 clusters Score -1074858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -1074861.875000 Penalty: 2999.094727 Iteration 56Q: 3 clusters Score -1074862 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -1074862.000000 Penalty: 2999.094727 Iteration 57Q: 3 clusters Score -1074862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -1074862.000000 Penalty: 2999.094727 Iteration 58Q: 3 clusters Score -1074862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -1074864.500000 Penalty: 2999.094727 Iteration 59Q: 3 clusters Score -1074864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -1074865.750000 Penalty: 2999.094727 Iteration 60F: 3 clusters Score -1074866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -1074865.625000 Penalty: 2999.094727 Iteration 61Q: 3 clusters Score -1074866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -1074865.500000 Penalty: 2999.094727 Iteration 62Q: 3 clusters Score -1074866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -1074869.125000 Penalty: 2999.094727 Iteration 63Q: 3 clusters Score -1074869 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -1074870.375000 Penalty: 2999.094727 Iteration 64Q: 3 clusters Score -1074870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -1074870.000000 Penalty: 2999.094727 Iteration 65Q: 3 clusters Score -1074870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -1074870.625000 Penalty: 2999.094727 Iteration 66Q: 3 clusters Score -1074871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -1074873.125000 Penalty: 2999.094727 Iteration 67Q: 3 clusters Score -1074873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -1074874.000000 Penalty: 2999.094727 Iteration 68Q: 3 clusters Score -1074874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1074876.750000 Penalty: 2999.094727 Iteration 69Q: 3 clusters Score -1074877 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -1074879.875000 Penalty: 2999.094727 Iteration 70Q: 3 clusters Score -1074880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -1074883.625000 Penalty: 2999.094727 Iteration 71Q: 3 clusters Score -1074884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -1074884.125000 Penalty: 2999.094727 Iteration 72Q: 3 clusters Score -1074884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -1074885.875000 Penalty: 2999.094727 Iteration 73Q: 3 clusters Score -1074886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -1074889.750000 Penalty: 2999.094727 Iteration 74Q: 3 clusters Score -1074890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -1074891.375000 Penalty: 2999.094727 Iteration 75Q: 3 clusters Score -1074891 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -1074894.000000 Penalty: 2999.094727 Iteration 76Q: 3 clusters Score -1074894 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -1074896.875000 Penalty: 2999.094727 Iteration 77Q: 3 clusters Score -1074897 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -1074899.375000 Penalty: 2999.094727 Iteration 78Q: 3 clusters Score -1074899 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -1074902.125000 Penalty: 2999.094727 Iteration 79Q: 3 clusters Score -1074902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -1074902.125000 Penalty: 2999.094727 Iteration 80F: 3 clusters Score -1074902 nChanged 0 --- Evaluating fit on full set of 124963 points --- Entering Unmasked Estep Score: -12456250.000000 Penalty: 26698.882812 25->15 Clusters: Score -12456250.000000, best is -12457594.000000 Main iterations: 0 (time per=infms) Total iterations: 5989 (time per=31.622975ms) Iterations metric 2: 25527840768.000000 (time per=7.418959ns) Iterations metric 3: 612672405504.000000 (time per=309.121151ps) That took 189.389999 seconds.